{"id":"W2106592266","doi":"10.7202/602223ar","title":"Modèle bayésien généralisé pour l’identification des sites routiers dangereux","year":2009,"lang":"fr","type":"article","venue":"L Actualité économique","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Humanities; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006860038,0.001607673,0.002565285,0.002648408,0.0008618601,0.002628217,0.002069773,0.002137405,0.004219297],"category_scores_gemma":[0.02085948,0.001285807,0.001950124,0.002166121,0.001128423,0.003417932,0.001282529,0.003039171,0.001098495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001651417,"about_ca_system_score_gemma":0.003089676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04330808,"about_ca_topic_score_gemma":0.02991695,"domain_scores_codex":[0.9973123,0.001084013,0.0001604757,0.0005931866,0.0007028831,0.0001470997],"domain_scores_gemma":[0.9910665,0.007144928,0.0003114975,0.0003529812,0.001032413,0.0000915608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003865813,0.00007109853,0.006299261,0.00042625,0.0004075165,0.0002448385,0.0005455545,0.7636306,0.002226114,0.04284742,0.002378879,0.1805358],"study_design_scores_gemma":[0.00002523015,0.00003700632,0.0009413566,0.0000524784,0.00005996954,0.00007218003,0.00005160241,0.9741914,0.0004718459,0.02189334,0.002171516,0.00003222877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007901672,0.0006194396,0.9896505,0.0002423468,0.00006260198,0.00006371055,0.0002792495,0.0003528571,0.00082767],"genre_scores_gemma":[0.2816545,0.002107902,0.7046592,0.0002417515,0.0002585901,0.000645697,0.001298854,0.0001824859,0.008950925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04330808,"threshold_uncertainty_score":0.08611202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04921683975495563,"score_gpt":0.2388670064622194,"score_spread":0.1896501667072638,"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."}}