{"id":"W4220858246","doi":"10.18162/fp.2022.591","title":"Catégorisations discursives représentées dans les bilans de formation en travail social","year":2022,"lang":"fr","type":"article","venue":"Formation et profession","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005410566,0.0001881605,0.0001870541,0.0001705282,0.005484789,0.00006985811,0.0003156937,0.0002325696,0.0006683642],"category_scores_gemma":[0.0003799633,0.0002012988,0.0001413849,0.0005688454,0.0005238334,0.001923172,0.0000962408,0.0006162806,0.00004824654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042035,"about_ca_system_score_gemma":0.0005818558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007066655,"about_ca_topic_score_gemma":0.0007296136,"domain_scores_codex":[0.9926591,0.005478117,0.0005894112,0.000242987,0.0005719417,0.0004584723],"domain_scores_gemma":[0.9983124,0.0007249094,0.0005455005,0.0001506559,0.0001691607,0.0000973901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008044078,0.0002294643,0.002172285,0.000104917,0.00001631736,2.496344e-7,0.8344178,0.0002787117,0.0002581803,0.1393163,0.0145044,0.008693411],"study_design_scores_gemma":[0.0003193424,0.00006706987,0.02320641,0.00007522066,0.00005274989,0.000009891904,0.8709875,0.001630459,0.00008667324,0.007637067,0.09569369,0.0002339101],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7820984,0.0008824052,0.02908697,0.1596423,0.007146434,0.000952886,0.0002675531,0.0002015351,0.01972155],"genre_scores_gemma":[0.9825206,0.0008991516,0.001157223,0.0005628432,0.001915932,0.0004356623,0.001335672,0.00002263917,0.01115021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2004223,"threshold_uncertainty_score":0.9958099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1710544352130725,"score_gpt":0.464345815233841,"score_spread":0.2932913800207685,"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."}}