{"id":"W4312122738","doi":"10.1051/clefs/2008007/pdf","title":"L’évolution de la qualité de l’air sous l’influence des changements globaux","year":2009,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Vehicle emissions and performance","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; 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"],"consensus_categories":[],"category_scores_codex":[0.008411651,0.0004825509,0.0003952197,0.0001632804,0.0006586118,0.000305583,0.001214991,0.0005967133,0.0001913005],"category_scores_gemma":[0.001126857,0.0005762571,0.0002169853,0.0005081682,0.0004957672,0.000282602,0.0005652837,0.0009681369,0.0001271239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106665,"about_ca_system_score_gemma":0.0003816595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005597569,"about_ca_topic_score_gemma":0.001030218,"domain_scores_codex":[0.9924906,0.005006478,0.0006147534,0.0006225876,0.0003995291,0.000866066],"domain_scores_gemma":[0.9958045,0.0009840193,0.000306466,0.001591068,0.000892767,0.0004211791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004295579,0.001418416,0.06849881,0.00161392,0.0002746499,0.00003805106,0.03416765,0.105237,0.03128634,0.1568402,0.0025296,0.5980524],"study_design_scores_gemma":[0.001066265,0.000001959659,0.4684143,0.009119395,0.0001409463,0.0001326053,0.0003036485,0.3547026,0.05248381,0.02397737,0.08831164,0.001345434],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7810834,0.00318069,0.1604589,0.002609696,0.0001906053,0.0003294981,0.0000678967,0.0003883312,0.05169095],"genre_scores_gemma":[0.8886008,0.006725608,0.09930927,0.000123779,0.00007875585,0.00006939756,0.0001503302,0.00006474124,0.004877382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5967069,"threshold_uncertainty_score":0.9996689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01421862143070568,"score_gpt":0.2489277386294759,"score_spread":0.2347091171987702,"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."}}