{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009395793,0.0006585942,0.001104262,0.0003040752,0.0001940515,0.0001098026,0.000495933,0.004572297,0.01401504],"category_scores_gemma":[0.002499721,0.0005264929,0.0006720655,0.00044067,0.0009828092,0.00004801266,0.0003691233,0.001832401,0.0003218109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000462923,"about_ca_system_score_gemma":0.002102578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375172,"about_ca_topic_score_gemma":0.0001613712,"domain_scores_codex":[0.9912735,0.005431077,0.001120017,0.0009581801,0.0001614907,0.001055784],"domain_scores_gemma":[0.9956157,0.002990854,0.0003387041,0.0006528226,0.0002897244,0.0001121482],"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":[0.0001350504,0.0008029444,0.002510312,0.0009554555,0.001935639,0.00006836926,0.0002202051,0.000001011909,0.01926106,0.02117954,0.08678689,0.8661435],"study_design_scores_gemma":[0.0007380098,0.0003424427,0.004667687,0.000677908,0.001418863,0.0004333615,0.0002182318,0.00004837118,0.01152171,0.005067206,0.9742507,0.000615566],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005550298,0.07153962,0.02043334,0.01240528,0.01278982,0.001884897,0.0003896421,0.0003134199,0.8746937],"genre_scores_gemma":[0.002554365,0.01225585,0.02407809,0.001310039,0.0004354191,0.0001058617,0.0003616297,0.00004142066,0.9588574],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8874637,"threshold_uncertainty_score":0.9997187,"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."}}