{"id":"W7133361660","doi":"10.1109/icinvents64613.2025.11401646","title":"Adaptic Didactic Infrastructure for Novice Learners with Pedagogy Using AI","year":2025,"lang":"","type":"article","venue":"","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Transformative learning; Creativity; Limiting; Visualization; Personalized learning; Adaptive learning; Instructional design; Natural (archaeology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007951842,0.0003987977,0.000259177,0.0005337646,0.0004108664,0.001039875,0.001095476,0.0005233565,0.004027993],"category_scores_gemma":[0.002946524,0.0002078827,0.0003066808,0.0002160643,0.0004335371,0.001269117,0.002860776,0.0009048347,0.001001616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007069042,"about_ca_system_score_gemma":0.001308107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003691892,"about_ca_topic_score_gemma":0.0007034681,"domain_scores_codex":[0.9995661,0.0001299675,0.00002900598,0.000107871,0.0001063559,0.00006059749],"domain_scores_gemma":[0.9987893,0.0003586286,0.00009898829,0.00032718,0.0001570306,0.0002689311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007383056,0.003718016,0.02446342,0.001102831,0.00005833917,0.0008442432,0.007150146,0.01516979,0.1661233,0.06233858,0.009237966,0.7090551],"study_design_scores_gemma":[0.0005127036,0.005968213,0.0699138,0.0006561529,0.0002922063,0.002526734,0.004280709,0.2001841,0.2333902,0.076258,0.4056862,0.0003309103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3427047,0.0001787832,0.6091398,0.0009147789,0.0001418667,0.001664997,0.0005227077,0.01001309,0.03471931],"genre_scores_gemma":[0.6428019,0.0002363348,0.3444954,0.0002138908,0.00004022064,0.001561169,0.0006288186,0.0002324111,0.00978975],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004027993,"threshold_uncertainty_score":0.013475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080929356244192,"score_gpt":0.3221598545205743,"score_spread":0.3013505609581324,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}