{"id":"W4389804739","doi":"10.1177/07342829231221851","title":"Measuring the Complexity of Self-Regulated Learning and Academic Challenges for Adolescents in Canada","year":2023,"lang":"en","type":"article","venue":"Journal of Psychoeducational Assessment","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Self-regulated learning; Academic achievement; Session (web analytics); Student engagement; Medical education; Mathematics education; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001689313,0.0001949737,0.0002635681,0.001273977,0.002059032,0.001480701,0.0007439695,0.0002369287,0.0007601231],"category_scores_gemma":[0.004517141,0.0002196692,0.0003157224,0.001532877,0.0006530327,0.0003889908,0.001107212,0.0005984146,0.0000870872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01582683,"about_ca_system_score_gemma":0.02131045,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.939914,"about_ca_topic_score_gemma":0.9780148,"domain_scores_codex":[0.9983707,0.0001819131,0.0001114071,0.0001674761,0.0008324196,0.0003361443],"domain_scores_gemma":[0.9969946,0.000285263,0.0006431334,0.00007140101,0.001369027,0.0006365523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001897466,0.00004148242,0.9827177,0.0000183141,0.00001086427,0.00005024369,0.004241372,0.00007605506,0.0001921438,0.000120395,0.0002982789,0.01221416],"study_design_scores_gemma":[0.000001979904,0.0000228346,0.9932871,0.00001847605,0.000004903796,0.00003315846,0.005354665,0.0002541079,0.0001616026,0.00004222102,0.0008094005,0.00000941243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998505,0.00008044073,0.0001189292,0.00007648038,0.000002615186,0.00003127218,0.0001991685,0.000003360403,0.0009827943],"genre_scores_gemma":[0.9987019,0.0001293023,0.0003774707,0.00002074089,0.000001169299,0.00002652664,0.0002161281,0.000002114707,0.0005245871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06008595,"threshold_uncertainty_score":0.1208796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.215704902058409,"score_gpt":0.4618694334702884,"score_spread":0.2461645314118794,"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."}}