{"id":"W7132944456","doi":"","title":"Accelerating Evidence-Based Learning Design Improvement with Adaptive Interventions","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Naval Research; Natural Sciences and Engineering Research Council of Canada; University of Toronto; National Science Foundation","keywords":"Psychological intervention; Affordance; Adaptive learning; Learning sciences; Digital learning; Workflow; Bridging (networking); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07924365,0.001357255,0.001329891,0.004289357,0.001211154,0.006808702,0.003712209,0.00337305,0.007708829],"category_scores_gemma":[0.1998373,0.0007814234,0.002414034,0.002087456,0.002830676,0.006602871,0.006731315,0.003411114,0.001234584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003635159,"about_ca_system_score_gemma":0.01446272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001602609,"about_ca_topic_score_gemma":0.002507111,"domain_scores_codex":[0.914827,0.06527128,0.005535434,0.003647928,0.009599582,0.001118792],"domain_scores_gemma":[0.830551,0.1340938,0.008868705,0.01396537,0.01107374,0.001447448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000480628,0.002159609,0.005063899,0.02416138,0.0007862621,0.0001012146,0.00343596,0.009886882,0.00144757,0.04588208,0.007539749,0.8990549],"study_design_scores_gemma":[0.007262771,0.01749779,0.02156117,0.1841369,0.004720799,0.0006450784,0.01466502,0.0467399,0.02462548,0.2687606,0.4089053,0.0004792302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09994086,0.07479521,0.6693974,0.04764168,0.003908203,0.0210498,0.0009587241,0.002661709,0.07964646],"genre_scores_gemma":[0.2713648,0.02578001,0.6875274,0.003653931,0.0002616077,0.00852235,0.0003616636,0.0001746774,0.002353557],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07924365,"threshold_uncertainty_score":0.4190854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1920234895384483,"score_gpt":0.3738901870691368,"score_spread":0.1818666975306885,"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."}}