{"id":"W1886617314","doi":"10.4000/books.irdeditions.2523","title":"Composition du collège d’experts","year":2001,"lang":"fr","type":"book-chapter","venue":"IRD Éditions eBooks","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":false,"about_ca":true,"invisible_to_affiliation_only":true},"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":[0.000947534,0.0004230312,0.0004197828,0.0002168376,0.003857507,0.0001010918,0.0003575101,0.0007494291,0.003730525],"category_scores_gemma":[0.0001049322,0.0005129618,0.0003291241,0.00007406261,0.005385812,0.0001717922,0.00004273495,0.00043195,0.000770748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004493927,"about_ca_system_score_gemma":0.0004831365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003314577,"about_ca_topic_score_gemma":0.0002340424,"domain_scores_codex":[0.9974447,0.0004344806,0.0005953218,0.0005624982,0.0004626049,0.0005004068],"domain_scores_gemma":[0.9970655,0.001447939,0.0003877908,0.0003336982,0.000495079,0.0002699723],"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":[0.000003474872,0.00008857949,0.0001346055,0.0000179627,0.0001035734,0.000009264424,0.009596224,0.000007104685,0.00004136747,0.9763129,0.009875239,0.003809723],"study_design_scores_gemma":[0.0002767036,0.00008061507,0.0003867701,0.000287341,0.0001479873,0.00004661598,0.009910673,0.00001433373,0.000009115532,0.1051966,0.8830935,0.0005497597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003800057,0.0002476609,0.0006239439,0.01516753,0.005046397,0.000575633,0.0002672065,0.0001869561,0.9740846],"genre_scores_gemma":[0.5783172,0.001451771,0.002306,0.002393975,0.01724491,0.0002793376,0.001134755,0.0001038966,0.3967681],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8732182,"threshold_uncertainty_score":0.9997322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1902873117915571,"score_gpt":0.3993639057928663,"score_spread":0.2090765940013092,"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."}}