{"id":"W2918354983","doi":"10.7202/1056315ar","title":"Considérations sur le développement professionnel dans les métiers de formation","year":2018,"lang":"fr","type":"article","venue":"Phronesis","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Phronesis; Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001792524,0.0001297673,0.0001331848,0.0000644602,0.002181539,0.0000457937,0.0001741522,0.0001850623,0.0003515968],"category_scores_gemma":[0.0005824418,0.0001446973,0.00006499753,0.0003420059,0.001874075,0.0004793569,0.00002588144,0.0001195062,0.0001470643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004132459,"about_ca_system_score_gemma":0.001431353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002416537,"about_ca_topic_score_gemma":0.003940793,"domain_scores_codex":[0.9980896,0.0007899301,0.0003010584,0.0002071145,0.0002168433,0.0003954793],"domain_scores_gemma":[0.9986382,0.0005619883,0.0001780369,0.0001400724,0.0003585342,0.0001231476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000056522,0.0003940197,0.02323062,0.0000861919,0.00007391268,3.350085e-7,0.6007422,0.00002073123,0.0008910944,0.3063708,0.05512388,0.01306056],"study_design_scores_gemma":[0.000545243,0.0000870765,0.07886036,0.0001836431,0.0001038633,0.000004760101,0.7888705,0.001159389,0.001313165,0.01857447,0.1099117,0.0003858304],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6078949,0.0009967987,0.04099313,0.3206382,0.005218233,0.000462733,0.00002943328,0.0001093527,0.02365716],"genre_scores_gemma":[0.975611,0.0007399006,0.01220473,0.0006674704,0.002998659,0.00009922351,0.00004455271,0.00001538269,0.007619127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.367716,"threshold_uncertainty_score":0.9991175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5002407941467697,"score_gpt":0.450805142934202,"score_spread":0.04943565121256766,"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."}}