{"id":"W4234180368","doi":"10.4000/ethiquepublique.2724","title":"Présentation","year":2016,"lang":"fr","type":"article","venue":"Éthique Publique","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003840787,0.0001405969,0.0001436287,0.00008610967,0.0003533195,0.00006406367,0.0002451397,0.0004506882,0.001220645],"category_scores_gemma":[0.002855592,0.0001183295,0.00009158909,0.0003449364,0.001439891,0.0009384375,0.00002347799,0.0002121971,0.00040772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289501,"about_ca_system_score_gemma":0.0009903103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006353849,"about_ca_topic_score_gemma":0.0003856416,"domain_scores_codex":[0.9971732,0.001560735,0.0002876073,0.0003088742,0.0002360149,0.0004335103],"domain_scores_gemma":[0.9968334,0.002206064,0.0001703769,0.0001705652,0.0004375375,0.0001820877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001624834,0.00007165231,0.004958185,0.00001650088,0.0000231624,5.116891e-7,0.0103511,4.391241e-7,0.0001312084,0.9355525,0.03268613,0.01620693],"study_design_scores_gemma":[0.0002087963,0.00003718347,0.007769426,0.0001084823,0.00001530342,0.000004194787,0.01265545,0.000003252563,0.0001138766,0.1797403,0.7991418,0.0002019527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02474061,0.001189873,0.005213385,0.837364,0.01848225,0.0002922697,0.00002202818,0.0001220138,0.1125736],"genre_scores_gemma":[0.8425288,0.004678025,0.004295581,0.01965484,0.0260075,0.0001719101,0.00003317694,0.0000368961,0.1025933],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8177882,"threshold_uncertainty_score":0.9996924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213437849435074,"score_gpt":0.4310895970517095,"score_spread":0.3097458121082021,"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."}}