{"id":"W4313417617","doi":"10.1119/5.0062172","title":"Supporting Students’ Self-Regulated Learning in an Introductory Physics Course","year":2022,"lang":"en","type":"article","venue":"The Physics Teacher","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Metacognition; Mathematics education; Class (philosophy); Context (archaeology); Self-regulated learning; Active learning (machine learning); Physics education; Student engagement; Teaching method; Psychology; Pedagogy; Computer science; Cognition","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":[0.001715744,0.0002991782,0.0002372968,0.0002875529,0.0006412324,0.00140299,0.0009679898,0.0004674915,0.00176178],"category_scores_gemma":[0.003811272,0.0001610644,0.0002525994,0.0001466325,0.0005946242,0.0004543499,0.001508039,0.0008125423,0.0006430396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004410008,"about_ca_system_score_gemma":0.001460745,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002522101,"about_ca_topic_score_gemma":0.0009007388,"domain_scores_codex":[0.9989676,0.0004112326,0.00003549845,0.0002051099,0.0002430179,0.0001375136],"domain_scores_gemma":[0.9982753,0.0007281129,0.000228446,0.0001920462,0.00009831526,0.0004777834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003942874,0.02314813,0.01957705,0.0005945312,0.00005427207,0.0004741997,0.02774171,0.002756482,0.1224559,0.006341143,0.004318275,0.7921439],"study_design_scores_gemma":[0.001449968,0.04298271,0.2963893,0.001589158,0.0004273177,0.002572934,0.02481104,0.03864083,0.2874745,0.03593699,0.2672659,0.0004593892],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961177,0.0001403762,0.02624341,0.0006891987,0.00006121305,0.0003071216,0.00001443309,0.0003663284,0.01100079],"genre_scores_gemma":[0.9319959,0.0002214276,0.0619188,0.0002461099,0.00003705724,0.0004144424,0.00003582133,0.00003922918,0.005091126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00176178,"threshold_uncertainty_score":0.009073853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04104785224712823,"score_gpt":0.4167941876316298,"score_spread":0.3757463353845015,"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."}}