{"id":"W2735344203","doi":"10.3917/dbu.mehan.2014.01.0083","title":"Mutations éducatives et engagement professionnel","year":2015,"lang":"fr","type":"book-chapter","venue":"Perspectives en éducation et formation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Psychology","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01132475,0.0005583715,0.0004611873,0.0005050541,0.001557112,0.0001706006,0.0004488665,0.0005547024,0.002060732],"category_scores_gemma":[0.003999421,0.0006122767,0.0002379425,0.0003247014,0.001626463,0.00265215,0.00008542775,0.001079917,0.0009285851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00333759,"about_ca_system_score_gemma":0.003418648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002589735,"about_ca_topic_score_gemma":0.0003263395,"domain_scores_codex":[0.9926116,0.004365197,0.0009161529,0.0007117467,0.000913546,0.0004817465],"domain_scores_gemma":[0.9927083,0.003311174,0.00115822,0.0004261771,0.002116142,0.0002800371],"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":[0.000003464125,0.0002022097,0.00003338845,0.00004545604,0.00007133233,9.968949e-8,0.4607851,0.00008712171,0.00001119361,0.5355496,0.002155056,0.001055891],"study_design_scores_gemma":[0.0003099492,0.00008381643,0.00313074,0.0002669427,0.0001297796,0.000005570101,0.7071893,0.0001070154,0.000007869949,0.1160107,0.1722419,0.0005163963],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01297927,0.001765409,0.006520782,0.138376,0.006588213,0.001839869,0.0001360485,0.0002454317,0.831549],"genre_scores_gemma":[0.8880998,0.003927192,0.008117504,0.0007051052,0.003084109,0.0004793987,0.002015399,0.00008941322,0.09348205],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8751206,"threshold_uncertainty_score":0.9998493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4824731651431254,"score_gpt":0.5243484678136445,"score_spread":0.04187530267051914,"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."}}