{"id":"W2750803825","doi":"10.4000/dse.1012","title":"Les spécificités des élèves de S.E.G.P.A à l’épreuve des évaluations nationales","year":2011,"lang":"fr","type":"article","venue":"Les dossiers des sciences de l éducation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.01101775,0.0003281468,0.000253131,0.0003493759,0.008836891,0.0003337973,0.0008913048,0.0004850721,0.001872919],"category_scores_gemma":[0.004997453,0.0003555531,0.0001900752,0.001911477,0.0358063,0.001598362,0.00005349235,0.0004064358,0.00008640783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003431321,"about_ca_system_score_gemma":0.003567003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01702779,"about_ca_topic_score_gemma":0.007986574,"domain_scores_codex":[0.9943828,0.002631008,0.0005713532,0.000666452,0.0006416609,0.001106754],"domain_scores_gemma":[0.9958118,0.002375082,0.0003986165,0.0002520476,0.0007956772,0.0003667967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003638958,0.0002709192,0.1314618,0.00007129495,0.00004044916,4.401682e-7,0.5073839,0.000200322,0.000103411,0.3303128,0.000435266,0.0297159],"study_design_scores_gemma":[0.0001052755,0.00009749347,0.3584853,0.0001646053,0.00007752584,0.0000176626,0.3662254,0.0007323181,0.0001413135,0.2717192,0.001943719,0.0002902402],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8550617,0.005984447,0.01086562,0.002263801,0.002290605,0.0002868218,0.0000244846,0.0001132125,0.1231093],"genre_scores_gemma":[0.8701587,0.002032961,0.1208024,0.0001898871,0.001450051,0.0001229972,0.00003119946,0.00002516807,0.005186619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2270235,"threshold_uncertainty_score":0.9998897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8404179859763455,"score_gpt":0.5577686542562912,"score_spread":0.2826493317200544,"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."}}