{"id":"W1500539572","doi":"10.26522/tl.v8i1.426","title":"Teacher Preparation in Ontario: A History","year":2014,"lang":"en","type":"article","venue":"Teaching and Learning","topic":"Teacher Education and Assessments","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Brock University","funders":"","keywords":"Teacher preparation; Accreditation; Teacher education; Pedagogy; Political science; Sociology; Medical education; Mathematics education; Psychology; Medicine; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.00255525,0.00004389006,0.00006103851,0.00005107388,0.0003403961,0.00003352948,0.00004578382,0.00004138679,0.0003214594],"category_scores_gemma":[0.0004807475,0.00004678502,0.00001187822,0.00001958972,0.00003263273,0.0001340727,0.000009246831,0.0007664943,0.00001251013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004287053,"about_ca_system_score_gemma":0.000138803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.303535,"about_ca_topic_score_gemma":0.2092322,"domain_scores_codex":[0.9984676,0.001106721,0.00008022171,0.0001199802,0.0001029589,0.0001225213],"domain_scores_gemma":[0.9997631,0.00009679917,0.00004203834,0.00004462871,0.000006281837,0.00004716088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000348416,0.00004880506,0.4758098,0.00000186336,0.000002267534,1.600728e-7,0.4724459,0.00003426218,0.00004655337,0.006555703,0.00114525,0.04390597],"study_design_scores_gemma":[0.0001053979,0.00001639715,0.1791794,0.00001170246,0.000002099868,1.661022e-7,0.01031235,0.0002706268,1.875136e-7,0.0001033326,0.809939,0.00005930051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.776552,0.00003422566,0.0002194193,0.0003898377,0.0001194539,0.00003628277,5.408822e-9,0.00005379517,0.2225949],"genre_scores_gemma":[0.9164608,0.000001191478,0.0005507731,0.0001287538,0.0000817402,0.000005101405,0.000001655759,0.000004059009,0.08276589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8087938,"threshold_uncertainty_score":0.8051972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03342589043253317,"score_gpt":0.3456064011369309,"score_spread":0.3121805107043977,"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."}}