{"id":"W4205387218","doi":"10.1080/03626784.2021.2014227","title":"What teachers know, what teachers do","year":2021,"lang":"en","type":"article","venue":"Curriculum Inquiry","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Pedagogy; Mathematics education; Sociology; School teachers; Faculty development; Teacher education; Psychology; Professional development","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":[0.008733739,0.0002626339,0.0006237725,0.001758609,0.004501417,0.01180072,0.0007471289,0.003575098,0.009663817],"category_scores_gemma":[0.04129519,0.0004845947,0.0004423854,0.001373499,0.0101086,0.01317768,0.002161209,0.005168104,0.002558887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007411649,"about_ca_system_score_gemma":0.01886369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0219663,"about_ca_topic_score_gemma":0.04188801,"domain_scores_codex":[0.9935297,0.00322407,0.000252506,0.0005471059,0.0016467,0.0007999745],"domain_scores_gemma":[0.9577546,0.02477377,0.003530996,0.002035161,0.004961037,0.006944288],"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":[0.0001258661,0.001223834,0.1468134,0.003805904,0.0001634699,0.0004049184,0.14337,0.0003306787,0.001849217,0.1976248,0.111776,0.3925119],"study_design_scores_gemma":[0.00007823373,0.0001676015,0.1209519,0.005798068,0.0002039245,0.0005575094,0.259113,0.0003968278,0.002549762,0.1987312,0.4113356,0.0001163049],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1234658,0.05653594,0.008767809,0.5512768,0.004524881,0.0001648892,0.0005825516,0.0001945898,0.2544867],"genre_scores_gemma":[0.8929612,0.02075941,0.005622881,0.03895675,0.001580745,0.0001911117,0.0002715375,0.0001281497,0.0395281],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0219663,"threshold_uncertainty_score":0.05377549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119960280347142,"score_gpt":0.409868297509409,"score_spread":0.2899080171622671,"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."}}