{"id":"W4414472615","doi":"10.64490/eltx4741","title":"Programme d’évaluation externe de la qualité en biochimie – 2024","year":2025,"lang":"fr","type":"report","venue":"","topic":"Biosimilars and Bioanalytical Methods","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Quality assurance; Public health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02042547,0.0007976142,0.0004020082,0.002288237,0.002133423,0.002164571,0.001243854,0.001044894,0.01290856],"category_scores_gemma":[0.01097354,0.0003961507,0.0005396707,0.001292952,0.0009231006,0.0006114254,0.002209653,0.001390112,0.003702801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02990687,"about_ca_system_score_gemma":0.1462006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7665209,"about_ca_topic_score_gemma":0.7058193,"domain_scores_codex":[0.98868,0.003118686,0.0003922047,0.0005546248,0.005532083,0.001722301],"domain_scores_gemma":[0.9722161,0.001715026,0.001250698,0.0009576393,0.01942022,0.004440364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002438557,0.001589462,0.1079606,0.001277339,0.0001812865,0.0004112958,0.002835498,0.002266295,0.02137807,0.01086989,0.3511235,0.4976683],"study_design_scores_gemma":[0.0001980628,0.001626953,0.3246554,0.0006746915,0.0000632348,0.0001840621,0.001195181,0.001480021,0.01438871,0.0004817698,0.6549658,0.00008601779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2225464,0.01675564,0.04497414,0.07507689,0.004546693,0.0249205,0.07167975,0.003225464,0.5362745],"genre_scores_gemma":[0.4362797,0.005141887,0.07156367,0.008280293,0.0004310432,0.008309489,0.03871901,0.0004521091,0.4308228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7665209,"threshold_uncertainty_score":0.4697083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06297720083385523,"score_gpt":0.3898720430618859,"score_spread":0.3268948422280307,"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."}}