{"id":"W4317569411","doi":"10.1080/10476210.2023.2166918","title":"What should teacher education be about? Initial comparisons from Scotland and Alberta","year":2023,"lang":"en","type":"article","venue":"Teaching Education","topic":"Global Educational Policies and Reforms","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Ministry of Advanced Education; Government of Alberta","keywords":"Mandate; Workforce; Craft; Directive; Context (archaeology); Realm; Teacher education; Political science; Pedagogy; Education policy; Public policy; Policy analysis; Public administration; Sociology; Professional development; Position (finance); Higher education; Public relations; Law; Economics; History","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002456604,0.0003350599,0.0004925012,0.003424188,0.01069663,0.00498659,0.002050279,0.001025984,0.004795333],"category_scores_gemma":[0.008888663,0.0002627461,0.0003427108,0.007709789,0.006370313,0.001816339,0.005295368,0.002149845,0.0002952613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09437992,"about_ca_system_score_gemma":0.06311506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9872924,"about_ca_topic_score_gemma":0.9946498,"domain_scores_codex":[0.9945819,0.0006181706,0.0001307843,0.0002228491,0.00127188,0.003174524],"domain_scores_gemma":[0.9945881,0.001226734,0.0003711564,0.0001504149,0.002325044,0.001338566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001063403,0.0004038926,0.2454582,0.0006274327,0.00007718532,0.004849066,0.4649643,0.001506355,0.001787443,0.1393205,0.02100227,0.1189401],"study_design_scores_gemma":[0.00004106619,0.0001010127,0.3312651,0.0003765399,0.00004457029,0.0001815449,0.589231,0.0003150467,0.000381196,0.002284697,0.07572486,0.00005343796],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8707519,0.001766347,0.0002270726,0.008036673,0.00007124445,0.00006866811,0.0003980887,0.00001863513,0.1186613],"genre_scores_gemma":[0.9904681,0.001027913,0.0001249797,0.0008832778,0.00001322977,0.00001703409,0.0002332585,0.00001023424,0.007222044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09437992,"threshold_uncertainty_score":0.6847774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05438839106943651,"score_gpt":0.4187621948878946,"score_spread":0.3643738038184581,"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."}}