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Using a 3D Sensor", "reason": "No human educational-learning context established" }, { "id": "PMC3821356", "title": "Teaching Human Poses Interactively to a Social Robot", "reason": "No human educational-learning context established" }, { "id": "PMC12490774", "title": "Beyond Chatbots: Moving Toward Multistep Modular AI Agents in Medical Education", "reason": "Commentary / foresight rather than completed learning research" }, { "id": "PMC13703028", "title": "AdaSwitch3D: Reliability-Aware Human-in-the-Loop Artificial Intelligence for Breast Tumor Segmentation in Dynamic Contrast-Enhanced MRI Across Unseen Centers", "reason": "Machine student/teacher model rather than human learning" }, { "id": "PMC13454033", "title": "Artificial intelligence and teacher competence: a scoping review of assessment, analytics, and professional development", "reason": "No human educational-learning context established" }, { "id": "PMC13194516", "title": "Rethinking ethical governance of generative AI in sport pedagogy research: a discipline-sensitive perspective", "reason": "Commentary / foresight rather than completed learning research" }, { "id": "PMC13303493", "title": "Knowledge graphs as pedagogical bridges for symbolic reasoning in hybrid AI systems: a perspective", "reason": "Commentary / foresight rather than completed learning research" } ], "limits": "Stage and study-design labels are provisional title/abstract screening, not a risk-of-bias assessment. No numerical ages or age-band efficacy are inferred." }, "aiEducationNovemberExpansion": { "date": "2026-11-01", "targetAdditional": 100, "accepted": 100, "rejections": { "license_missing_restricted_or_ambiguous": 7, "not_research_or_review": 4, "excluded_publication_category": 1, "publisher_metadata_identity_mismatch": 1 }, "systemFamilies": { "Agentic & multi-agent systems": 2, "Conversational & pedagogical agents": 6, "Supporting AI learning science": 90, "Embodied learning agents": 2 }, "stages": { "Higher education": 65, "Age / stage not established": 34, "Adult & professional learning": 1 }, "designs": { "Design requires full-text appraisal": 25, "Survey / observational study": 31, "Randomized study reported": 6, "Evidence synthesis": 12, "Model benchmark / tool evaluation": 9, "Comparative / pre-post study reported": 1, "Bibliometric / mapping study": 1, "Qualitative / mixed methods": 15 }, "queries": [ "(TITLE_ABS:\"generative artificial intelligence\" OR TITLE_ABS:ChatGPT OR TITLE_ABS:\"large language model\") AND (TITLE:education OR TITLE:learning OR TITLE:student OR TITLE:teacher OR TITLE:curriculum) AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")", "(TITLE_ABS:\"agentic\" OR TITLE_ABS:\"multi-agent\" OR TITLE_ABS:\"pedagogical agent\" OR TITLE_ABS:\"intelligent tutoring\" OR TITLE_ABS:\"conversational agent\" OR TITLE_ABS:\"adaptive learning\") AND (TITLE_ABS:education OR TITLE_ABS:student OR TITLE_ABS:school OR TITLE_ABS:learning) AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")", "(TITLE_ABS:\"generative artificial intelligence\" OR TITLE_ABS:ChatGPT OR TITLE_ABS:\"large language model\") AND (TITLE_ABS:student OR TITLE_ABS:teacher OR TITLE_ABS:school OR TITLE_ABS:curriculum) AND (TITLE_ABS:learning OR TITLE_ABS:feedback OR TITLE_ABS:cognitive OR TITLE_ABS:metacognition) AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")", "(TITLE_ABS:\"social robot\" OR TITLE_ABS:\"educational robot\" OR TITLE_ABS:\"robot-assisted\" OR TITLE_ABS:\"AI tutor\") AND (TITLE_ABS:school OR TITLE_ABS:child OR TITLE_ABS:learning OR TITLE_ABS:education) AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")", "TITLE_ABS:\"artificial intelligence\" AND (TITLE_ABS:preschool OR TITLE_ABS:kindergarten OR TITLE_ABS:\"primary school\" OR TITLE_ABS:\"secondary school\" OR TITLE_ABS:\"adult learning\") AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")", "(TITLE_ABS:\"artificial intelligence\" OR TITLE_ABS:\"intelligent tutor\" OR TITLE_ABS:\"educational chatbot\") AND (TITLE_ABS:student OR TITLE_ABS:teacher OR TITLE_ABS:school OR TITLE_ABS:classroom OR TITLE_ABS:pedagogical) AND (TITLE_ABS:learning OR TITLE_ABS:cognitive OR TITLE_ABS:feedback OR TITLE_ABS:metacognition) AND OPEN_ACCESS:Y AND (LICENSE:\"cc by\" OR LICENSE:\"cc by-sa\" OR LICENSE:\"cc0\")" ], "screeningLimits": "Automated source, license and relevance screening is not independent peer review or a causal-evidence appraisal. No age-band efficacy is inferred from adult studies." } }