{"id":"W2124522295","doi":"10.14221/ajte.2011v36n11.7","title":"Improving Teacher Education Programs","year":2011,"lang":"en","type":"article","venue":"˜The œAustralian journal of teacher education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Teacher education; Professional development; Pedagogy; Face (sociological concept); Psychology; Service (business); Teacher preparation; Faculty development; Medical education; Mathematics education; Sociology; Medicine","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":[0.004575508,0.0003747383,0.0003605192,0.002132029,0.003019162,0.002552895,0.002076655,0.001391832,0.02586856],"category_scores_gemma":[0.02153732,0.000279522,0.0004267142,0.001154093,0.0007141573,0.003462923,0.003851456,0.00290362,0.003250113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005670046,"about_ca_system_score_gemma":0.01817591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0146814,"about_ca_topic_score_gemma":0.02654745,"domain_scores_codex":[0.99457,0.001728109,0.0002434774,0.0005830373,0.001290589,0.001584781],"domain_scores_gemma":[0.9789579,0.00464127,0.002067615,0.001231576,0.005325405,0.007776253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001054074,0.002175417,0.03210684,0.001404085,0.00004566653,0.0002798943,0.005737857,0.001017889,0.001158284,0.009321998,0.1248363,0.8218104],"study_design_scores_gemma":[0.000146325,0.001024472,0.1614975,0.003959639,0.00008299568,0.0005567347,0.01288136,0.0004355015,0.001878007,0.004786103,0.8126943,0.00005723091],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3871262,0.02155197,0.0262969,0.2557209,0.008886188,0.001769154,0.001293195,0.004713497,0.292642],"genre_scores_gemma":[0.8406796,0.01796462,0.03552935,0.02965567,0.002650195,0.001407081,0.001606176,0.0004189848,0.07008819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02586856,"threshold_uncertainty_score":0.08653897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504590876660522,"score_gpt":0.3842600964443689,"score_spread":0.2338010087783167,"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."}}