{"id":"W4405943702","doi":"10.1007/979-8-8688-1061-9_2","title":"Reprogram Your Learning Patterns","year":2024,"lang":"en","type":"book-chapter","venue":"Design Thinking","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Psychology; Biology","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":[0.0005731065,0.0005759057,0.0003252839,0.001017172,0.001054173,0.004757416,0.001074432,0.001573818,0.03115957],"category_scores_gemma":[0.003504804,0.0004008966,0.0005515008,0.0007344633,0.00163211,0.00602652,0.003450277,0.003280182,0.02291298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001085816,"about_ca_system_score_gemma":0.0009172846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0016063,"about_ca_topic_score_gemma":0.002938667,"domain_scores_codex":[0.9992605,0.0001514521,0.00003266326,0.0001419271,0.0003287428,0.00008474338],"domain_scores_gemma":[0.9989957,0.0002008993,0.00005546451,0.0002677855,0.0002924499,0.0001876535],"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":[0.00003806787,0.0001291934,0.001339766,0.0002585796,0.00001812958,0.0003272263,0.00764189,0.0007134544,0.00391034,0.1558715,0.2738614,0.5558905],"study_design_scores_gemma":[0.00001271283,0.00005049005,0.0006526283,0.0002008705,0.000008140161,0.0006798584,0.001660289,0.001010064,0.001182714,0.05173858,0.942784,0.00001966425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01598241,0.00355539,0.09278259,0.02147117,0.002910254,0.0002231736,0.000302906,0.002460221,0.8603119],"genre_scores_gemma":[0.08826476,0.003767027,0.06118316,0.007224567,0.0004361527,0.0002296852,0.0004846338,0.001126654,0.8372833],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03115957,"threshold_uncertainty_score":0.1042392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06093630865932482,"score_gpt":0.2647934050399353,"score_spread":0.2038570963806104,"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."}}