{"id":"W2514992568","doi":"10.4267/dechets-sciences-techniques.2149","title":"Valorisation des fluides de coupe usés: Partie I : cas des techniques membranaires","year":2004,"lang":"fr","type":"article","venue":"Environnement Ingénierie & Développement","topic":"Lubricants and Their Additives","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Ultrafiltration (renal); Chemistry; Physics; Humanities; Chromatography; Art","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007376732,0.0007226979,0.0005015858,0.0002205605,0.0007664268,0.0002070982,0.0003748609,0.0002418456,0.002415572],"category_scores_gemma":[0.00009742611,0.0007815086,0.0002074927,0.0003854894,0.0009074771,0.0006717489,0.0002099158,0.0003455904,0.0001985001],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004044892,"about_ca_system_score_gemma":0.0001783182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021856,"about_ca_topic_score_gemma":0.0008606513,"domain_scores_codex":[0.996452,0.0001216456,0.0008574125,0.0006178069,0.0005648195,0.001386337],"domain_scores_gemma":[0.9987535,0.00009351952,0.0001767649,0.0005079925,0.00007402445,0.0003942363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001305517,0.002076351,0.03132344,0.002001813,0.001933974,0.0004971476,0.06205108,0.03561138,0.05400425,0.05462969,0.006735029,0.7490053],"study_design_scores_gemma":[0.002207799,0.0009966885,0.06581072,0.002548361,0.0005186114,0.00009114158,0.00648988,0.0008208891,0.5499289,0.1155913,0.2528292,0.002166538],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7585287,0.01894508,0.2008337,0.006263462,0.001236911,0.001345624,0.0001592476,0.0008354259,0.01185185],"genre_scores_gemma":[0.8965973,0.02132525,0.07954182,0.0002533065,0.0006852247,0.0004218941,0.00008968198,0.0001715704,0.000913895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7468387,"threshold_uncertainty_score":0.9997784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02359300019676585,"score_gpt":0.252603936787876,"score_spread":0.2290109365911102,"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."}}