{"id":"W4400037653","doi":"10.1080/0047231x.2024.2363120","title":"The Classrooms of STEM Graduate Students Are Interactive After a Practice-Based Pedagogical Training Program","year":2024,"lang":"en","type":"article","venue":"Journal of College Science Teaching","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Training (meteorology); Mathematics education; Graduate students; Psychology; Medical education; Computer science; Pedagogy; Medicine; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.05228226,0.0001797397,0.0003608033,0.0005239347,0.001734927,0.0009888451,0.001451342,0.00007041621,0.00001583836],"category_scores_gemma":[0.009279099,0.0001129086,0.0002174469,0.001730477,0.001627677,0.002161715,0.0001419871,0.001995378,0.000002881239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007139718,"about_ca_system_score_gemma":0.002382748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004042714,"about_ca_topic_score_gemma":0.00006246318,"domain_scores_codex":[0.9919621,0.003032207,0.0008508912,0.0002963048,0.003278022,0.0005804891],"domain_scores_gemma":[0.9936367,0.003860702,0.001066057,0.0001991278,0.001051538,0.0001859351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005977041,0.0008067486,0.003800938,0.00004935733,0.00021197,0.0005636636,0.3800484,0.00008023794,0.001615252,0.06769957,0.0004780257,0.5440482],"study_design_scores_gemma":[0.0009023906,0.001448813,0.01848122,0.002233343,0.0001840743,0.0001788222,0.8222565,0.002369554,0.0003556552,0.003618511,0.1474856,0.0004854423],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712957,0.0003214674,0.008235032,0.007636716,0.002410952,0.0005760536,0.000006546359,0.00008205423,0.009435482],"genre_scores_gemma":[0.9769182,0.00001470331,0.02199819,0.0001519327,0.0003728136,0.00001963057,7.128279e-8,0.00001569848,0.0005087671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5435627,"threshold_uncertainty_score":0.9995647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2302970893520945,"score_gpt":0.5375073334164578,"score_spread":0.3072102440643634,"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."}}