Media Project Final Draft

From Feedback to Self-Feedforward

COMPILATION POST

Deep Didactics, AI, Multimedia, and Irregular Verb Learning

Supervision: Dr. Glen Harrison


Prepared For

EDLD 5317 — Digital Environments

Patricia Silva

Developing Frameworks

Pedagnosis · ClockSkill · Self-Feedforward
Original authorial constructs by Patricia Silva
Registered: Brazilian National Library Protocol No. 2026060715404


ClockSkill and Pedagnosis are Patricia Silva's developing authorial pedagogical-didactic frameworks. They are not cited as external published sources.

About This Media Project

About This Media Project

This Media Project uses irregular English verbs as a concrete demonstration of how Pedagnosis works in practice. Through the movement from 'I goed home' to 'I went home,' the video shows how learner evidence can guide instructional decisions, lesson-plan adaptation, teacher reflection, and learner self-feedforward.

Primary Media Project Video

This video is the primary audiovisual component of the EDLD 5317 Media Project. It demonstrates how learner evidence, irregular-verb errors, instructional mediation, ethical AI use, self-feedforward, and the proposed Pedagnosis 90-Day Professional Learning Program can inform responsible instructional decision-making through the developing Pedagnosis framework.

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The complete transcript is available as a separate accessibility and academic-verification resource.

Author's Note on Interdisciplinary Integration: The inclusion of mathematical and scientific imagery in this project was intentional. Although the core focus is English acquisition, students must realize that English does not live in isolation; it is a vital tool required across mathematics, science, and all other disciplines. By weaving these subjects together, the framework demonstrates that true learning connects across domains to help learners grasp the complete scope of their education.

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PUBLICATION EDITION FOR MAGAZINES AND NEWSPAPERS

HOW THIS PROJECT EMERGED AND ITS CONNECTION TO PEDAGNOSIS AND THE IMPLEMENTATION PLAN

A field-born reflection on disruption, silence, methodological choice, and the missing route between educational aspiration and meaningful learning. By Patricia Silva

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Introduction

What Is Pedagnosis?

Pedagnosis does not replace Project-Based Learning, Direct Instruction, Montessori, UDL, COVA, inquiry-based learning, or any other instructional methodology.

Instead, it helps educators determine:

  • Which methodology is appropriate
  • When it should be used
  • Why it fits a particular learning context
  • How it should be operationalized didactically
  • What evidence should be collected during learning
  • How lesson plans should be adjusted when learner evidence suggests a different instructional route

These functions are consistent with formative-assessment research, which positions learner evidence as information for subsequent instructional action rather than merely as a record of completed performance (Black & Wiliam, 1998; Nicol & Macfarlane-Dick, 2006).

Pedagnosis Is... / Pedagnosis Is Not...

Methodologies organize learning.

Didactics makes learning teachable.

Pedagnosis helps educators determine whether the chosen methodology is working, why it is or is not working, and what should happen next.

Why This Matters

Education already offers many pedagogical traditions, learning theories, methodologies, and instructional frameworks. The challenge is not merely choosing a method, but knowing when, why, for whom, and under which conditions it should be used — and what learner evidence suggests should happen next.


The following sections demonstrate this framework through one concrete educational example using English irregular verbs — not because Pedagnosis is an English methodology, but because English provides a clear lens through which the broader educational problem becomes visible.

Educational Problem

Education Often Identifies the Error Before It Understands the Route

Education often identifies the incorrect answer before it identifies the route that produced it.

Educational systems collect grades, scores, corrections, behavioral indicators, and performance data. These forms of evidence are valuable, but they do not automatically reveal why the learner produced the response, what rule or assumption guided the learner, where the learning route became unclear, or what the teacher should do next (Black & Wiliam, 1998; Hattie & Timperley, 2007).

Feedback, grading, and correction are not rejected here. They become incomplete when evidence is not interpreted as part of a learning route. Formative evidence becomes instructionally consequential when it is interpreted and used to determine the next teaching and learning action (Black & Wiliam, 1998; Hattie & Timperley, 2007; Nicol & Macfarlane-Dick, 2006).

Conceptual Hierarchy

Pedagogy Is Not Methodology, and Methodology Is Not Didactics

Educational practice becomes clearer when philosophy, pedagogical current, learning theory, methodology, didactics, strategy, activity, tool, evidence, and assessment are treated as distinct levels of decision-making (Fink, 2013; Wiggins & McTighe, 2005).

Clarifying these levels supports alignment among educational purposes, learning goals, instructional experiences, evidence, and assessment (Fink, 2013; Wiggins & McTighe, 2005).

Methodology organizes the path. Didactics makes the path walkable.

Pedagnosis helps educators interpret whether the selected path is working, for whom it is working, where it is misaligned, and what should be adapted. This interpretive function draws on formative assessment principles, feedback research, and self-regulated learning theory to support evidence-informed instructional decision-making (Black & Wiliam, 1998; Hattie & Timperley, 2007; Zimmerman, 2002).

This interpretive relationship is supported by formative-assessment and instructional-design scholarship, although the specific hierarchy presented here remains Patricia Silva's developing authorial organization (Black & Wiliam, 1998; Fink, 2013; Wiggins & McTighe, 2005).

Historical Overview

Historical Evolution of Pedagogical Currents, Learning Theories, Methodologies, and Instructional Frameworks

The following table presents a selection of educational traditions, theories, methods, and frameworks organized chronologically. Not every entry is a methodology. The distinctions between tradition, theory, method, and framework are preserved intentionally. Compiled by Patricia Silva from cited historical and educational sources.

With so many traditions, theories, methodologies, and frameworks available, knowing the name of an approach is not the same as knowing when, why, for whom, and how to use it. Pedagnosis does not add another methodology to the list; it supports evidence-informed selection, operationalization, observation, interpretation, and adaptation.

This overview is selective rather than exhaustive. The traditions, theories, methodologies, and frameworks listed here are established educational antecedents; Pedagnosis does not claim authorship of them.

Open Lesson Plan

A Lesson Plan Is an Evidence-Informed Instructional Hypothesis

A lesson plan is necessary, but it should not be treated as an inflexible script. It is an initial instructional hypothesis based on the teacher's knowledge of objectives, learners, content, context, methodology, didactic sequence, tools, anticipated evidence, and assessment (Fink, 2013; Wiggins & McTighe, 2005). Instructional-design scholarship similarly emphasizes alignment among desired learning, evidence, learning experiences, and assessment (Fink, 2013; Wiggins & McTighe, 2005).

During instruction, new evidence emerges. The teacher may need to change the example, adjust pacing, add modeling, regroup students, change the tool, provide movement or visuals, reduce cognitive complexity, revisit prerequisites, or modify the assessment pathway (Black & Wiliam, 1998; Hattie & Timperley, 2007). Such adjustment is consistent with formative practice, in which evidence gathered during learning informs subsequent instructional decisions (Black & Wiliam, 1998; Hattie & Timperley, 2007).

Responsive adaptation is not evidence that planning failed. It is evidence that the teacher is reading learning.

Instructional responsiveness — the capacity to read learner evidence and adjust the route — is a core function of effective formative practice (Black & Wiliam, 1998; Nicol & Macfarlane-Dick, 2006). This statement represents Patricia Silva's synthesis of responsive instructional planning, supported by formative-assessment and self-regulation research (Black & Wiliam, 1998; Nicol & Macfarlane-Dick, 2006).

Pedagnosis Defined

Pedagnosis: Educational Discernment Through Evidence

Pedagnosis is the longitudinal reading of learner evidence in parallel with the teacher's self-metacognition of the didactic route.

Pedagogy

Teaching, formation, guidance, and mediation.

Diagnōsis

Discernment, distinction, or knowing apart.

Together, Pedagnosis refers to the educational capacity to distinguish the learner's starting point, the observable evidence, the possible barrier, the instructional mediation, the route adjustment, and the next responsible step (Hattie & Timperley, 2007; Vygotsky, 1978).

Starting Point

Where is the learner now?

Evidence

What does the learner's response reveal?

Interpretation

What barrier or strategy does the evidence suggest?

Mediation

What instructional response is appropriate?

Route Adjustment

How should the lesson plan or approach be revised?

Next Responsible Step

What happens now, for this learner, in this context?

The mediation dimension is consistent with sociocultural accounts of learning through language, culturally situated tools, interaction, and scaffolding (Vygotsky, 1978). The use of evidence to adjust the instructional route is consistent with formative-assessment scholarship (Black & Wiliam, 1998; Nicol & Macfarlane-Dick, 2006).

English Demonstration

Why English Is Used in This Media Project

English is used as a concrete demonstration context, not as the exclusive scope of Pedagnosis.

Irregular English verbs make the invisible learning route visible. When a learner writes 'I goed home,' the learner may not be guessing randomly. The learner may be applying a logical regular past-tense rule to an irregular form. The error reveals a strategy, not merely a mistake.

The content is English grammar. The Pedagnosis process is transferable across disciplines.

Central Argument

From External Guidance to Internal Authorship

Hattie and Timperley (2007) conceptualize effective feedback through questions concerning intended goals, present progress, and subsequent action. Nicol and Macfarlane-Dick (2006) and Zimmerman (2002) further connect formative feedback with learners' capacity to monitor, evaluate, and regulate their own learning. Harapnuik (2020) emphasizes the future-oriented function of feedforward. In this project, Self-Feedforward is Patricia Silva's developing term for the learner's internalization and active enactment of this evaluative and forward-moving process.

The Applied Digital Learning program's emphasis on choice, ownership, voice, and authentic learning opportunity (COVA) provides an institutional and pedagogical context in which self-feedforward becomes a natural expectation rather than an exceptional outcome (Harapnuik, n.d., 2024; Harapnuik et al., 2018).

Self-Feedforward Is Not

Self-praise — It is not motivational language or encouragement alone.

Unsupported independence — It is not the absence of mediation or guidance.

Passive reception — It is not waiting for the next correction.

Self-Feedforward Is a Disciplined Process

01

Observe evidence

What did I produce?

02

Interpret what occurred

What rule or assumption guided me?

03

Identify the barrier

Where did the route become unclear?

04

Revise the action

What should I do differently?

05

Verify the change

Did the revision improve the work?

06

Determine the next step

What do I practice next?

07

Transfer

Can I apply this process to a new task?

Distinguishing Self-Feedforward from Zimmerman's Self-Regulated Learning

Zimmerman (2002) conceptualizes self-regulated learning as a cyclical process in which learners set goals, monitor performance, evaluate outcomes, and adjust strategies. Self-Feedforward shares this cyclical structure but extends it in three specific ways. First, Self-Feedforward is triggered by evidence of route misalignment, not only by goal-performance gaps; the learner acts not because they fell short of an outcome, but because they observed a mismatch between the rule they applied and the rule required. Second, Self-Feedforward is forward-oriented and authorship-oriented: Zimmerman's model includes self-reaction as a phase, whereas Self-Feedforward centers the learner's active reconstruction of their own route. Third, Self-Feedforward is explicitly transferable: the 7-step process is designed to be applied to new tasks, not only to revise the same one. In this sense, Self-Feedforward operationalizes Zimmerman's theory within a longitudinal, evidence-triggered, and authorship-centered practice.

The learner's mindset — the disposition to take ownership of one's own learning process — is a prerequisite for self-feedforward to function as more than a procedural checklist (Deci & Ryan, 2000; Harapnuik, 2024).

Dual Mirror

Pedagnosis as a Dual Didactic Mirror

Student evidence is not only information about the learner. It may also be information about the instructional route.

Effective feedback helps learners understand where they are going, how they are progressing, and what they should do next — and it simultaneously informs the teacher about the effectiveness of the instructional route (Black & Wiliam, 1998; Hattie & Timperley, 2007).

Formative-assessment research supports the proposition that learner evidence can inform both the learner's next action and the teacher's instructional response (Black & Wiliam, 1998; Hattie & Timperley, 2007). The Dual Didactic Mirror is Patricia Silva's developing authorial organization of this reciprocal interpretation.

Student Mirror

What does my evidence show me about my next step?

  • What did I produce?
  • What did I understand?
  • What did I confuse?
  • What strategy did I use?
  • What changed after revision?
  • What should I practice next?
  • Can I explain and transfer the learning?

Teacher Mirror

What does this evidence teach me about the route I designed?

  • Did I make the thinking visible?
  • Was the methodology appropriate?
  • Was there sufficient modeling?
  • Did I move too quickly?
  • Was the tool suitable?
  • What mediation was missing?
  • What should I maintain, reteach, regroup, revise, or extend?

Peer assessment, when structured to focus on evidence rather than identity, can also strengthen the revision process and support self-feedforward (Topping, 1998).

Didactic Sequence

Pedagnosis in Action: From 'Goed' to 'Went'

The following sequence shows how one learner error becomes the starting point for a complete didactic route. Each step produces visible evidence and supports the learner's movement toward self-feedforward.

Retrieval practice—covering the table and recalling verb forms before checking—is one of the most effective strategies for durable learning (Brown et al., 2014). Purposeful coordination of verbal and visual representations can support meaningful processing when extraneous material is minimized (Mayer, 2021). Segmenting the sequence and reducing unnecessary complexity are consistent with cognitive load principles (Sweller, 1988). Movement is used here as an additional instructional support informed by Asher (1969). AI-assisted self-checking, when used to support rather than replace learner reasoning, can accelerate reflective practice and professional learning (Georgieva et al., 2025; Tammets & Ley, 2023).

Transfer

The Subject Changes; the Pedagnosis Logic Remains

Pedagnosis is not an English-teaching methodology. The irregular-verb demonstration illustrates a process that is transferable across disciplines. The evidence descriptors change; the interpretive logic remains.

The evidence descriptors change across disciplines; the interpretive and adaptive cycle remains.

Pedagnosis Heat Map

Pedagnosis Heat Map: A Didactic Mirror, Not a Grade

The Pedagnosis Heat Map translates student evidence into teacher self-metacognition and instructional adjustment. It is not a grading tool. It is a didactic mirror that helps the teacher read patterns across the class and decide the next responsible instructional step.

The Pedagnosis Heat Map is Patricia Silva's developing authorial instrument. The cited scholarship supports the surrounding principles of accessibility, formative evidence, feedback, and instructional adjustment (Black & Wiliam, 1998; CAST, 2018; Hattie & Timperley, 2007).

The colors do not classify the learner. They represent a temporary interpretation of available evidence.

These indicators are specific to the English demonstration. In another subject, the evidence descriptors change, but the logic remains: Observe → Interpret → Select Mediation → Act → Collect New Evidence (CAST, 2018; Hattie & Timperley, 2007).

Ethical AI

AI as a Feedforward Mirror, Not a Substitute for Thought

AI May Support

  • Checking verb forms and sentence tense
  • Explaining corrections
  • Generating retrieval practice
  • Creating mini-quizzes
  • Suggesting memory associations
  • Asking reflective questions
  • Organizing evidence
  • Supporting accessibility

The Learner Remains Responsible For

  • Attempting the task independently first
  • Verifying AI output
  • Explaining the correction
  • Revising the work
  • Demonstrating retrieval
  • Transferring the strategy
  • Preserving authorship
  • Making ethical decisions

Essential AI Prompt for Learner Authorship

Check my sentence and explain the correction without rewriting everything for me.

These ethical principles are informed by CAST (2018), Georgieva et al. (2025), Strunk and Willis (2025), and Tammets and Ley (2023).

Proposed Future Program — Not Yet Piloted or Empirically Validated

Pedagnosis 90-Day Professional Learning Program

An Evidence-Informed Instructional Decision-Making Journey

Pedagnosis is designed to move from conceptual understanding into guided professional practice through a proposed 90-day educator-development program. It is not another teaching methodology. It develops educators' capacity to select and adapt methodologies, interpret learner evidence, revise lesson plans, and reflect collaboratively on instructional decisions. The program combines professional learning, classroom or case-based application, peer reflection, coaching, evidence analysis, and portfolio development.

Three-Phase Program Overview

Proposed Future Program — Not Yet Piloted or Empirically Validated

How Participants Learn and Evidence Options

Individual Practice

  • Reflective journaling
  • Lesson-plan analysis
  • Evidence interpretation
  • Heat Map application
  • Instructional revision
  • Professional portfolio development

Collaborative Practice

  • Peer case review
  • Professional Learning Community discussions
  • Structured coaching
  • Collaborative interpretation of anonymized evidence
  • Plan–Do–Study–Act reflection (Langley et al., 2009)
  • Shared analysis of methodological fit and route adjustment

PDSA is an established iterative improvement process. Its adaptation within the proposed Pedagnosis program does not constitute a claim that Pedagnosis originated the PDSA cycle (Langley et al., 2009).

Evidence Options

Educators with classroom access may contribute carefully anonymized student work, with all institutional permissions and privacy requirements observed. Participants without current classroom access may use a curated Pedagnosis Case Library containing de-identified, fictionalized, permission-based, or publicly available educational artifacts. No participant should upload student names, identifying details, protected educational records, or confidential information to public platforms or generative AI systems.

Proposed Certification

Pedagnosis Foundations Certificate — Instructional Decision-Making and Evidence-Informed Teaching. The proposed certificate would be based on demonstrated participation, reflective practice, ethical evidence use, peer collaboration, and completion of a Pedagnosis Professional Portfolio — not attendance alone.

Future Pathways

Possible future pathways, subject to pilot implementation, research, and formal quality criteria:

  • Pedagnosis Practitioner
  • Pedagnosis Instructional Coach
  • Pedagnosis School Implementation Facilitator

All credential pathways remain proposed and subject to pilot evidence and formal quality criteria.

Proposed Future Program — Not Yet Piloted or Empirically Validated

Scholarly Grounding and Technology Compatibility

Scholarly Grounding

The 90-day architecture is Patricia Silva's educational adaptation of Michael D. Watkins's leadership-transition framework. Watkins (2003) developed the first-90-days model for leadership transitions, emphasizing accelerated learning, situational diagnosis, relationship building, strategic priorities, alignment, and early wins. Pedagnosis translates this temporal logic into a proposed educator-development cycle; Watkins did not create Pedagnosis or the Pedagnosis professional-learning program.

The three phases should also be understood as iterative rather than rigid. Ninety days function as a structured developmental window, not as a promise that teachers, students, or schools will achieve complete transformation within a fixed period.

Pedagnosis is not a one-time workshop. It is a structured professional learning process through which educators learn to transform evidence into instructional decisions, revise the route, and document professional growth.


Foundational Note: Technology and Educational Compatibility

The term technology derives from the Greek téchnē (τέχνη), meaning art, craft, skill, or technique, and lógos (λόγος), meaning organized knowledge or study. Technology therefore extends beyond computers and digital devices. Pedagnosis was designed as a technology-informed rather than technology-dependent framework: its evidence collection, learner reflection, lesson-plan adaptation, and progress monitoring may be conducted through paper, observation, dialogue, portfolios, digital platforms, or AI-assisted tools. Digital resources may accelerate documentation and analysis, but they do not replace teacher judgment or define the framework. Pedagnosis operates alongside existing curricula, policies, methodologies, and assessment systems — including the STAAR and ENEM — while respecting institutional autonomy, privacy requirements, and local educational contexts. This position is consistent with Vygotsky's understanding of learning as mediated through culturally situated tools, signs, language, and social interaction (Vygotsky, 1978).

Proposed Future Work — Not Yet Completed

Future Implementation Architecture

The next stage is to examine how Pedagnosis functions in an authentic educational environment through a carefully bounded pilot.

Implementation is not a one-time workshop. It is a supported process of preparation, practice, evidence, coaching, adjustment, and sustainability.

The implementation terminology is informed by implementation-science and continuous-improvement literature. These antecedents support the proposed implementation structure but do not validate Pedagnosis or establish implementation outcomes (Fixsen et al., 2005; Langley et al., 2009).

Future development items are proposed or planned and are not presented as completed evidence.

Final Reflection

Project Connections and Final Reflection

Project Resources


Current Status

Completed in This Media Project

  • Primary video
  • Complete transcript
  • ePortfolio publication page
  • Irregular-verb didactic sequence
  • Ethical AI prompt bank
  • Pedagnosis Heat Map
  • Publication Draft connection
  • Innovation Plan connection
  • APA citation and reference structure

Proposed Future Development

  • 90-day pilot
  • Practice Profile
  • Fidelity checklist
  • Coaching protocol
  • Readiness assessment
  • Implementation manual
  • Field research
  • Empirical validation

Future development items are proposed or planned and are not presented as completed evidence.


Final Reflection

Feedback begins the conversation. Feedforward points toward growth. Self-feedforward helps the learner continue with authorship. Pedagnosis adds the teacher's mirror by transforming learner evidence into reflection about the instructional route.

When a learner writes 'I goed home,' the error is not the end of the lesson. It reveals a route that can be interpreted, mediated, revised, and transferred.

Mistakes are not dead ends. They are maps.

What might education become when teachers and learners can read evidence together and construct the next responsible route?

CONCLUSION

Language and mathematics should not be understood as isolated school subjects, but as complementary systems through which individuals interpret, communicate, and participate in life. Language learning matters because communication is a fundamental human need. Whether people communicate through speech, writing, sign language, Braille, or assistive technology, they depend on structured forms of expression to communicate actions, ideas, emotions, needs, and intentions. Verbs are especially significant because they give direction and meaning to communication; words such as go, eat, run, and take allow learners to describe what they do, what they need, and what is happening around them. Mathematics, in turn, enables learners to understand quantities, patterns, relationships, risks, and everyday decisions. In an increasingly digital and AI-mediated world, the ability to communicate clearly, explain reasoning, evaluate information, and revise one’s thinking is essential. Pedagnosis connects these disciplines by treating learner responses as evidence of how meaning is being constructed. Through this process, grammar and mathematics cease to be isolated academic requirements and become practical tools for autonomy, participation, relationships, learning, transfer, and responsible decision-making.

References

Annotated References

Asher, J. J. (1969). The total physical response approach to second language learning. The Modern Language Journal, 53(1), 3–17. https://doi.org/10.2307/322091

Asher's Total Physical Response method demonstrates that physical movement supports language acquisition and memory. This source informs the embodied "step forward on went" component of the irregular-verb didactic sequence, where gesture and movement are used to anchor verb forms in kinesthetic memory.

Black, P., & Wiliam, D. (1998). Assessment and classroom learning. Assessment in Education: Principles, Policy & Practice, 5(1), 7–74. https://doi.org/10.1080/0969595980050102

Black and Wiliam establish that formative assessment—using evidence during learning rather than only after instruction—produces significant gains in student achievement. Their work supports the foundational claim that learner evidence must be interpreted and acted upon within the learning process, which is central to the Pedagnosis framework and the Educational Problem section.

Brown, P. C., Roediger, H. L., III, & McDaniel, M. A. (2014). Make it stick: The science of successful learning. Harvard University Press.

Brown and colleagues synthesize cognitive science research demonstrating that retrieval practice, spaced repetition, and interleaving produce more durable learning than passive review. Their work supports the retrieval and transfer stages of the irregular-verb didactic sequence and the emphasis on covering the table and recalling verb forms before checking.

CAST. (2018). Universal Design for Learning guidelines version 2.2. CAST. https://udlguidelines.cast.org/

CAST's Universal Design for Learning framework supports multiple means of representation, engagement, and expression to reduce barriers and improve access for all learners. This framework informs the project's use of captions, written transcript, movement, sound, visual tables, and alternative learning routes throughout the instructional sequence.

Deci, E. L., & Ryan, R. M. (2000). The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268. https://doi.org/10.1207/S15327965PLI1104_01

Deci and Ryan's self-determination theory identifies autonomy, competence, and relatedness as fundamental psychological needs that support intrinsic motivation and sustained engagement. This source informs the Dual Mirror section's discussion of learner disengagement as a possible signal of insufficient autonomy or unclear purpose, and supports the COVA framework's emphasis on learner choice and ownership.

Dewey, J. (1938). Experience and education. Macmillan.

Dewey argues that genuine education arises from purposeful experience connected to reflection and meaning-making, not from passive reception of information. His work supports the use of personal sentences and authentic application in the didactic sequence, where learners connect verb forms to real experiences rather than isolated grammar exercises.

Fink, L. D. (2013). Creating significant learning experiences: An integrated approach to designing college courses (Rev. ed.). Jossey-Bass.

Fink's integrated course design model emphasizes aligning learning goals, active learning experiences, and assessment so that each component reinforces the others. This source supports the Open Lesson Plan section's argument that a lesson plan is an instructional hypothesis requiring alignment among objectives, evidence, mediation, and assessment.

Fixsen, D. L., Naoom, S. F., Blase, K. A., Friedman, R. M., & Wallace, F. (2005). Implementation research: A synthesis of the literature. University of South Florida, Louis de la Parte Florida Mental Health Institute, National Implementation Research Network.

Fixsen and colleagues synthesize implementation research concerning implementation stages, organizational supports, competency drivers, and fidelity. This source supports the terminology used in the proposed future implementation architecture. It does not validate Pedagnosis or establish that the proposed program has been implemented.

Georgieva, M., Webb, J., Stuart, J., Bell, J., Crawford, S., & Ritter-Guth, B. (2025, June 24). AI ethical guidelines. EDUCAUSE. https://library.educause.edu/resources/2025/6/ai-ethical-guidelines

Georgieva and colleagues present an ethical framework for artificial intelligence in higher education grounded in beneficence, justice, respect for autonomy, transparency, accountability, privacy, fairness, and the assessment of risks and benefits. This source directly informs the project's ethical AI principles, privacy protections, disclosure practices, and insistence that AI support rather than replace human judgment.

Harapnuik, D. (n.d.). Applied digital learning. It's About Learning. https://www.harapnuik.org/?page_id=8517

This resource describes the Applied Digital Learning program's philosophy and structure, including the COVA framework and the emphasis on authentic, learner-centered environments. It provides the institutional and pedagogical context for the project's emphasis on choice, ownership, voice, and self-feedforward.

Harapnuik, D. (2020). Feedforward vs. feedback. It's About Learning. https://www.harapnuik.org/?p=8273

Harapnuik distinguishes feedforward—a forward-looking, growth-oriented process—from traditional backward-looking feedback. This distinction provides a foundational reference for the project's central argument that feedback and feedforward are necessary but insufficient without the learner's capacity for self-feedforward.

Harapnuik, D. (2024, February 10). Using the learner's mindset—How and why this works. It's About Learning. https://www.harapnuik.org/?p=9279

Harapnuik explains how the learner's mindset—the disposition to take ownership of one's learning—supports deeper engagement and more meaningful outcomes. This source informs the Self-Feedforward section's argument that mindset is a prerequisite for self-directed revision and transfer.

Harapnuik, D., Thibodeaux, T., & Cummings, C. (2018). Choice, ownership, and voice through authentic learning. Learner's Mindset Publishing.

The COVA framework positions learner choice, ownership, voice, and authentic learning opportunity as the foundation of meaningful educational experience. This source informs the project's emphasis on learner authorship, the self-feedforward process, and the design of the irregular-verb demonstration as an authentic rather than purely mechanical task.

Hattie, J., & Timperley, H. (2007). The power of feedback. Review of Educational Research, 77(1), 81–112. https://doi.org/10.3102/003465430298487

Hattie and Timperley's framework identifies three central feedback questions—Where am I going? How am I going? and Where to next?—and examines feedback at the task, process, self-regulation, and self levels. Their work provides an important theoretical foundation for the project's discussion of feedback and forward-looking instructional action.

Krajcik, J. S., & Blumenfeld, P. C. (2006). Project-based learning. In R. K. Sawyer (Ed.), The Cambridge handbook of the learning sciences (pp. 317–334). Cambridge University Press.

Krajcik and Blumenfeld describe Project-Based Learning as sustained inquiry organized around meaningful questions, investigation, collaboration, and the creation of artifacts. This source supports the publication's treatment of PBL as an established educational methodology. Patricia Silva does not claim authorship of PBL; Pedagnosis is presented as a developing framework that may support educators in selecting, observing, and adapting methodologies.

Langley, G. J., Moen, R. D., Nolan, K. M., Nolan, T. W., Norman, C. L., & Provost, L. P. (2009). The improvement guide: A practical approach to enhancing organizational performance (2nd ed.). Jossey-Bass.

Langley and colleagues explain Plan–Do–Study–Act cycles as an iterative process for testing changes, examining evidence, learning from results, and improving practice. This source supports the PDSA reflection component of the proposed 90-day professional-learning program. Patricia Silva adapted the process within the Pedagnosis implementation pathway but does not claim to have created PDSA.

Mayer, R. E. (2021). Multimedia learning (3rd ed.). Cambridge University Press.

Mayer's cognitive theory of multimedia learning explains how the purposeful coordination of words and images can support meaningful processing when extraneous material is minimized. This source informs the video design, visual tables, spoken explanations, and coordination of verbal and visual representations. Movement is treated separately in this project as an instructional support informed by Asher (1969).

Nicol, D. J., & Macfarlane-Dick, D. (2006). Formative assessment and self-regulated learning: A model and seven principles of good feedback practice. Studies in Higher Education, 31(2), 199–218. https://doi.org/10.1080/03075070600572090

Nicol and Macfarlane-Dick connect formative feedback with self-regulated learning, arguing that effective feedback supports learners in monitoring, evaluating, and adjusting their own performance. Their work supports the transition from external feedback to learner-directed self-feedforward and informs the Open Lesson Plan and Dual Mirror sections.

Paivio, A. (1986). Mental representations: A dual coding approach. Oxford University Press.

Paivio's dual coding theory demonstrates that combining verbal and nonverbal representations strengthens encoding and retrieval. This source informs the coordinated use of sound, image, gesture, and language in the irregular-verb sequence, particularly the chant and movement components.

Silva, P. (2026). Pedagnosis: A pedagogical-didactic framework and 90-day implementation pathway [Work submitted to the Escritório de Direitos Autorais da Fundação Biblioteca Nacional, Brazil, protocol no. 2026060715404].

Silva developed Pedagnosis as an original pedagogical-didactic framework for evidence-informed instructional decision-making. This work is the primary authorial source for the Pedagnosis construct, the Dual Mirror model, the ClockSkill framework, and the Self-Feedforward process described throughout this media project. The framework has been submitted to the Escritório de Direitos Autorais da Fundação Biblioteca Nacional (Brazil) under protocol no. 2026060715404. Pedagnosis, ClockSkill, and Self-Feedforward are original authorial constructs by Patricia Silva. All surrounding educational frameworks (PBL, UDL, feedback/feedforward loops, PDSA) are established scholarly frameworks supported by their respective citations.

Strunk, V., & Willis, J. (2025, January 13). Generative artificial intelligence and education: A brief ethical reflection on autonomy. EDUCAUSE Review. https://er.educause.edu/articles/2025/1/generative-artificial-intelligence-and-education-a-brief-ethical-reflection-on-autonomy

Strunk and Willis examine generative AI in higher education through the principle of autonomy, including informed decision-making, disclosed authorship, freedom of human creativity, and freedom to reject AI assistance. This source supports the Ethical AI section's emphasis on human agency, transparency, responsible authorship, and the learner's right to question, limit, or reject AI-generated suggestions.

Sweller, J. (1988). Cognitive load during problem solving: Effects on learning. Cognitive Science, 12(2), 257–285. https://doi.org/10.1016/0364-0213(88)90023-7

Sweller's cognitive load theory identifies intrinsic, extraneous, and germane load as factors affecting learning efficiency. This source supports the instructional design decisions in the didactic sequence, particularly the use of segmented steps, coordinated auditory and visual channels, and the reduction of unnecessary complexity.

Tammets, K., & Ley, T. (2023). Integrating AI tools in teacher professional learning: A conceptual model and illustrative case. Frontiers in Artificial Intelligence, 6, Article 1255089. https://doi.org/10.3389/frai.2023.1255089

Tammets and Ley present a conceptual model for integrating AI tools into teacher professional learning in ways that support rather than replace human judgment. This source informs the Ethical AI section and the 90-day professional-learning program's approach to AI as a reflective support tool.

Topping, K. (1998). Peer assessment between students in colleges and universities. Review of Educational Research, 68(3), 249–276. https://doi.org/10.3102/00346543068003249

Topping's review demonstrates that peer assessment, when structured to focus on evidence and criteria rather than social identity, supports learning for both the reviewer and the reviewed. This source informs the Dual Mirror section's discussion of peer feedback as a component of the revision process and supports self-feedforward.

Vygotsky, L. S. (1978). Mind in society: The development of higher psychological processes. Harvard University Press.

Vygotsky's sociocultural theory of learning emphasizes that cognitive development occurs through culturally situated mediation, language, signs, tools, and social interaction. This source supports the teacher-mediation components of the didactic sequence, the scaffolding logic of the Pedagnosis framework, and the Foundational Note's argument that Pedagnosis is compatible with both analog and digital tools.

Watkins, M. D. (2003). The first 90 days: Critical success strategies for new leaders at all levels. Harvard Business School Press.

Watkins developed a leadership-transition framework emphasizing accelerated learning, situational diagnosis, relationship building, strategic priorities, and early wins within the first 90 days of a new role. Patricia Silva adapted this temporal logic into the proposed 90-day Pedagnosis professional-learning program; Watkins did not create Pedagnosis or the educator-development program.

Wiggins, G., & McTighe, J. (2005). Understanding by design (2nd ed.). ASCD.

Wiggins and McTighe's backward design framework argues that effective instruction begins with desired understanding and evidence of learning, then works backward to design learning experiences. This source informs the Open Lesson Plan section's argument that a lesson plan is an instructional hypothesis aligned with objectives, evidence, and assessment.

Zimmerman, B. J. (2002). Becoming a self-regulated learner: An overview. Theory Into Practice, 41(2), 64–70. https://doi.org/10.1207/s15430421tip4102_2

Zimmerman explains how self-regulated learners set goals, monitor their performance, evaluate their progress, and adjust their strategies. His work provides the primary theoretical foundation for the self-feedforward construct, the seven-stage self-feedforward process, and the metacognitive explanation step in the irregular-verb didactic sequence.