{"id":"W6986345835","doi":"","title":"Performance d’outils de modélisation pour la résolution de deux problématiques de bruit et de vibrations de type impulsionnel","year":2017,"lang":"fr","type":"article","venue":"","topic":"Machine Fault Diagnosis Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Private life; Work safety; Life insurance","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"],"consensus_categories":[],"category_scores_codex":[0.001632743,0.0003302849,0.0002511012,0.0001472722,0.0004696359,0.0004394525,0.0005093112,0.0004973838,0.0002686026],"category_scores_gemma":[0.0009650422,0.0003760702,0.0001040743,0.0001048684,0.00008816539,0.001141127,0.0001337283,0.0005435166,0.00006245707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001499975,"about_ca_system_score_gemma":0.0007495373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00524886,"about_ca_topic_score_gemma":0.001492311,"domain_scores_codex":[0.9980271,0.0003186759,0.0003879082,0.0002789348,0.0001715679,0.0008157997],"domain_scores_gemma":[0.9985807,0.000239536,0.0001752253,0.0006144141,0.0001392545,0.0002508852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006024105,0.0006365473,0.3550028,0.001425374,0.0001882825,0.00003410467,0.0140727,0.2278991,0.2180854,0.1031179,0.03830514,0.0411725],"study_design_scores_gemma":[0.0002368063,0.0000655012,0.20747,0.0004010678,0.00006283353,0.0001047605,0.00005874842,0.6862416,0.09223409,0.01134473,0.001457675,0.0003221887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5588948,0.0001884081,0.4195355,0.003567648,0.00009276345,0.0003414139,0.00001548251,0.0006354455,0.0167286],"genre_scores_gemma":[0.7185396,0.001308658,0.2785687,0.0003285178,0.0002012691,0.0001339593,0.0000232133,0.00007100479,0.0008250669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4583426,"threshold_uncertainty_score":0.9998691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964860161518266,"score_gpt":0.3269294325983316,"score_spread":0.307280830983149,"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."}}