{"id":"W2053432215","doi":"10.1080/03098770903026198","title":"Teacher training: what’s needed","year":2009,"lang":"en","type":"article","venue":"Journal of Further and Higher Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Institution; Teacher preparation; Pedagogy; Training (meteorology); Psychology; Teacher education; Higher education; Focus (optics); Medical education; Sociology; Political science; Medicine; Social science","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":[0.01439568,0.001278495,0.002637643,0.002138179,0.005015836,0.0096317,0.00342289,0.01698624,0.03344822],"category_scores_gemma":[0.03756915,0.0006485825,0.00236613,0.002714909,0.004646581,0.02284341,0.005737064,0.01378111,0.008610015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009063089,"about_ca_system_score_gemma":0.04328981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0313679,"about_ca_topic_score_gemma":0.05965484,"domain_scores_codex":[0.9902453,0.003916614,0.0009067829,0.0008045697,0.002316918,0.001809733],"domain_scores_gemma":[0.9176447,0.0316212,0.003334267,0.00318731,0.02680421,0.01740834],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000331927,0.0004008695,0.001411866,0.03061537,0.0001037919,0.0004932728,0.002542956,0.0002536245,0.0006545902,0.01011972,0.4560919,0.4969801],"study_design_scores_gemma":[0.000188156,0.0003078664,0.00583861,0.07912875,0.0001944791,0.001156088,0.02919682,0.0002428552,0.0002770738,0.0163679,0.8669391,0.0001624059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007966012,0.178742,0.0004835936,0.784818,0.03055064,0.00009652587,0.0001891008,0.0001551395,0.004168393],"genre_scores_gemma":[0.02950726,0.4296688,0.008395542,0.4699827,0.04948049,0.0009711236,0.0006009432,0.0001520985,0.01124106],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03344822,"threshold_uncertainty_score":0.1118954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.156195788744609,"score_gpt":0.4140933369056446,"score_spread":0.2578975481610357,"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."}}