{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01338537,0.0003724901,0.0003794507,0.01004368,0.005746006,0.007826683,0.0009518353,0.001210951,0.01124698],"category_scores_gemma":[0.03046257,0.0002467544,0.0003456612,0.009880746,0.008072931,0.004990818,0.007248723,0.001372788,0.0009698143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009351922,"about_ca_system_score_gemma":0.008063513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05159186,"about_ca_topic_score_gemma":0.05817077,"domain_scores_codex":[0.9893477,0.005018201,0.000732929,0.0008613563,0.002579278,0.001460464],"domain_scores_gemma":[0.971818,0.01575822,0.004835912,0.001121056,0.00482664,0.001640168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001816055,0.00006659463,0.2503786,0.000467491,0.00004410002,0.0002467761,0.5947508,0.0002018836,0.0008091044,0.0786903,0.003332273,0.07083052],"study_design_scores_gemma":[0.000008493695,0.00006760159,0.2649539,0.0006761149,0.00001687988,0.0001538813,0.6681715,0.0003208581,0.0004000393,0.01075389,0.05442895,0.00004789206],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030165,0.002927576,0.003178716,0.005241709,0.0001121415,0.0001556376,0.0006939687,0.00003906805,0.0846347],"genre_scores_gemma":[0.9927933,0.0007214246,0.000503108,0.0001790967,0.0000242381,0.00008707857,0.000225488,0.00001826197,0.005448017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05159186,"threshold_uncertainty_score":0.1025832,"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."}}