{"id":"W2791705998","doi":"10.20873/2526-1487v3n1p114","title":"Didactique professionnelle et formation à l’enseignement","year":2018,"lang":"pt","type":"article","venue":"Trabalho (En)Cena","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Philosophy; Humanities; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005076304,0.0002984489,0.0003025353,0.0001300947,0.001629417,0.0001002441,0.0004311113,0.0004543356,0.001467656],"category_scores_gemma":[0.0008568614,0.0002873149,0.0001509935,0.0004621556,0.0007661489,0.0007696779,0.0000637937,0.0004947988,0.000680467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003573188,"about_ca_system_score_gemma":0.0007475319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002671329,"about_ca_topic_score_gemma":0.0007593008,"domain_scores_codex":[0.9955162,0.00218752,0.000599405,0.0004620177,0.0005652605,0.0006695684],"domain_scores_gemma":[0.9974567,0.001262623,0.0003661925,0.0003078925,0.000385111,0.0002215399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002263959,0.0005172053,0.000944864,0.00009326556,0.0000715509,8.741809e-7,0.8572509,0.00000413858,0.0002826585,0.09060577,0.04650656,0.003699556],"study_design_scores_gemma":[0.0009103446,0.0004395949,0.03765673,0.0003343894,0.00008947401,0.000006552878,0.8722902,0.0003964144,0.0004743953,0.006354766,0.08042965,0.0006174902],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6902851,0.0005928653,0.006781488,0.1185466,0.01322415,0.001953411,0.00007790674,0.0003753151,0.1681632],"genre_scores_gemma":[0.9825702,0.0007361241,0.0009065371,0.001668665,0.004676606,0.00009753343,0.0001134866,0.00003333834,0.009197481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2922851,"threshold_uncertainty_score":0.9999579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1833845298253846,"score_gpt":0.4737687491533154,"score_spread":0.2903842193279308,"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."}}