{"id":"W2803136149","doi":"10.4000/rechercheformation.2150","title":"« Transitions professionnelles »","year":2013,"lang":"fr","type":"article","venue":"Recherche & formation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Philosophy; Lexicon; Linguistics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004341417,0.0001277772,0.0001318507,0.00007042384,0.0007351345,0.00006852917,0.0001627948,0.0005831841,0.002107825],"category_scores_gemma":[0.0009206163,0.0001319917,0.00009354894,0.0004970107,0.0005571829,0.001704007,0.000009992723,0.0005016905,0.001923113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003811018,"about_ca_system_score_gemma":0.000319126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006808391,"about_ca_topic_score_gemma":0.00009066275,"domain_scores_codex":[0.9960533,0.00290084,0.0003443978,0.0001537967,0.0002116297,0.000336066],"domain_scores_gemma":[0.9978046,0.001467522,0.0001502545,0.0001286844,0.0003257616,0.0001231186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001420748,0.0002297217,0.0002712276,0.0001295865,0.00003139277,6.067832e-8,0.3831799,0.00002019977,0.0003741042,0.4331143,0.02567518,0.1569729],"study_design_scores_gemma":[0.0003265776,0.00006218301,0.006800942,0.0003153407,0.00006493122,0.000006243959,0.6430755,0.002095158,0.0001961674,0.2129294,0.1337519,0.0003757174],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3708328,0.003430862,0.01847205,0.4280202,0.006456662,0.001373987,0.00002083235,0.0002144038,0.1711782],"genre_scores_gemma":[0.9330859,0.003429878,0.02568179,0.0008329993,0.002905275,0.0002964814,0.0001738804,0.0000194515,0.03357436],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5622531,"threshold_uncertainty_score":0.998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7025777172323133,"score_gpt":0.5486267659602148,"score_spread":0.1539509512720986,"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."}}