{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005187416,0.00006821677,0.0001243707,0.000105938,0.0001289863,0.000170312,0.00009488004,0.00005927203,0.0005328564],"category_scores_gemma":[0.00004923603,0.00005756381,0.0000508635,0.0001333451,0.00008189155,0.0005644933,0.000002327334,0.0001539746,0.000007226432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005909451,"about_ca_system_score_gemma":0.0004077618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007387162,"about_ca_topic_score_gemma":0.00002197388,"domain_scores_codex":[0.9992722,0.0001274552,0.0001954802,0.0000714056,0.0001970093,0.0001365009],"domain_scores_gemma":[0.9994531,0.00004239418,0.0001711409,0.00005572242,0.0001516471,0.0001260133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001549426,0.0002706521,0.002488169,0.000002787038,0.00002362493,3.120436e-7,0.729596,1.887863e-7,0.00006581991,0.006083297,0.0269828,0.2344709],"study_design_scores_gemma":[0.0001403189,0.00005383758,0.1310057,0.00003343769,0.00002336216,0.000003481192,0.573911,6.486965e-8,0.000005410917,0.00427386,0.2904814,0.0000681587],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3498741,0.0100519,0.00001024032,0.6095513,0.003244313,0.00008575628,9.861466e-8,0.00002048828,0.02716178],"genre_scores_gemma":[0.9815614,0.0005730841,0.0002108638,0.003510108,0.002262441,0.000001358602,3.364817e-7,0.000004640684,0.01187572],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6316873,"threshold_uncertainty_score":0.5834404,"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."}}