{"id":"W4403603128","doi":"10.5206/cjsotlrcacea.2024.2.14408","title":"Teaching in Active Learning Classrooms at a Canadian University","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal for the Scholarship of Teaching and Learning","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Active learning (machine learning); Pedagogy; Sociology; Psychology; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.0378908,0.000154689,0.0001915681,0.0006498727,0.01990602,0.0005697188,0.0005960187,0.0001567647,0.00006540818],"category_scores_gemma":[0.009153767,0.000115369,0.0001206176,0.0003518632,0.0004144074,0.0005005485,0.00003991354,0.009973492,0.00000384056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002138529,"about_ca_system_score_gemma":0.002173095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7918779,"about_ca_topic_score_gemma":0.9611416,"domain_scores_codex":[0.9905899,0.007994378,0.0002226034,0.0002141715,0.0002646367,0.0007143243],"domain_scores_gemma":[0.995941,0.003282594,0.0001425667,0.0001176,0.00007234189,0.0004439109],"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":[0.00006509113,0.000006066048,0.04637356,0.00004302078,0.0001965692,0.0001298945,0.3683549,0.002802289,0.0002168934,0.202614,0.0003294733,0.3788683],"study_design_scores_gemma":[0.0002421402,0.00007278193,0.01259477,0.0004340614,0.00006550507,0.00009039461,0.08040772,0.001336795,0.000005164466,0.00424514,0.9002758,0.0002296991],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480248,0.001349057,0.0008713524,0.01674676,0.0008285875,0.0003183076,0.00001025724,0.00005017232,0.03180071],"genre_scores_gemma":[0.9811585,0.00002564194,0.0008902411,0.0001355731,0.0003024819,0.000001535786,0.000002377842,0.00002818154,0.01745547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8999463,"threshold_uncertainty_score":0.9991925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05392364563264832,"score_gpt":0.3532547607951613,"score_spread":0.2993311151625129,"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."}}