{"id":"W4391562907","doi":"10.18260/1-2--41060","title":"Emergent Explicit Regulation in Collaborative College Science Classrooms","year":2024,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Computer science; Mathematics education; Psychology","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":[0.003881474,0.0002220881,0.0004186927,0.00138676,0.001542269,0.002730997,0.001075697,0.0007539413,0.001341083],"category_scores_gemma":[0.02535022,0.0002477489,0.0002520134,0.0007624334,0.003460908,0.001317019,0.003902778,0.000971223,0.0001336821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841789,"about_ca_system_score_gemma":0.001027864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002126895,"about_ca_topic_score_gemma":0.002788638,"domain_scores_codex":[0.9914798,0.004169346,0.0003127599,0.0014262,0.001969197,0.0006427009],"domain_scores_gemma":[0.9745633,0.0146711,0.004162873,0.003254962,0.002082142,0.001265711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004814402,0.0009997196,0.1960832,0.0006358206,0.0001360594,0.001929718,0.5451948,0.002893349,0.08187298,0.02892803,0.00149079,0.1393541],"study_design_scores_gemma":[0.0001396607,0.0008825188,0.6058154,0.0004412777,0.0001114135,0.001272839,0.262363,0.02445885,0.02446233,0.03086738,0.04883535,0.0003499126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812887,0.00008514897,0.009518242,0.0001635263,0.00001702851,0.00008394501,0.00003108888,0.00008908519,0.008723171],"genre_scores_gemma":[0.9982885,0.00001701697,0.00128238,0.00002574388,0.000004384269,0.00003536252,0.00002565152,0.00001059343,0.0003104898],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003881474,"threshold_uncertainty_score":0.02052742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03573209675508121,"score_gpt":0.4142200965553787,"score_spread":0.3784879998002975,"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."}}