{"id":"W4403266751","doi":"10.1080/02607476.2024.2413170","title":"Initial teacher education in Canada: what the past 50 years have taught us about influence and impact","year":2024,"lang":"en","type":"article","venue":"Journal of Education for Teaching International Research and Pedagogy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Nipissing University; University of Manitoba","funders":"","keywords":"Mathematics education; Psychology; Medical education; Political science; History; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006719739,0.0004555499,0.001015111,0.00346427,0.01748664,0.0126311,0.002289618,0.002254017,0.005687161],"category_scores_gemma":[0.02050904,0.0005019804,0.0005676603,0.009417584,0.01416632,0.003756961,0.004789891,0.005809546,0.0003560009],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.2448544,"about_ca_system_score_gemma":0.3667282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9973215,"about_ca_topic_score_gemma":0.9984049,"domain_scores_codex":[0.989787,0.00114479,0.0002840533,0.000867507,0.003974237,0.003942522],"domain_scores_gemma":[0.9637779,0.005297205,0.001705732,0.0006345265,0.01818343,0.01040134],"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":[0.0003644569,0.0002817874,0.1756301,0.004897143,0.0002782058,0.0009120069,0.0982504,0.001663411,0.0006578292,0.1189158,0.1500795,0.4480694],"study_design_scores_gemma":[0.00003431017,0.00008792641,0.339785,0.007597367,0.000173868,0.0002946758,0.09677224,0.0005207024,0.0005763702,0.004850259,0.5490297,0.0002775608],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2138922,0.3066645,0.001045982,0.3623205,0.003890766,0.00008983583,0.002368328,0.000159564,0.1095684],"genre_scores_gemma":[0.8519158,0.1186885,0.0008267691,0.01499151,0.0005347811,0.0000318904,0.0005927249,0.0001101896,0.01230785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7551456,"threshold_uncertainty_score":0.8758619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1346205884416203,"score_gpt":0.5443431654289946,"score_spread":0.4097225769873744,"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."}}