{"id":"W4400478987","doi":"","title":"Separation of vibratory components in complex systems for condition monitoring","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Engineering Diagnostics and Reliability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"European Commission","keywords":"Separation (statistics); Computer science; Environmental science; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.001121573,0.00009671562,0.0001404562,0.0001160102,0.00003880557,0.00007336878,0.000138645,0.00006808256,0.000006819308],"category_scores_gemma":[0.0001681298,0.0001063923,0.00004996602,0.0001977758,0.00003590759,0.00009810404,0.00002578747,0.0001037327,0.000005166699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007631226,"about_ca_system_score_gemma":0.00001776153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009055204,"about_ca_topic_score_gemma":0.00002885326,"domain_scores_codex":[0.9990998,0.0002240834,0.0002791788,0.000155337,0.0001126742,0.0001289532],"domain_scores_gemma":[0.9985291,0.0008638441,0.00003150712,0.0002862202,0.0002476067,0.0000417158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001193172,0.000538506,0.01581022,0.005872717,0.0001924049,0.000007339687,0.008059629,0.2973276,0.4541606,0.2034574,0.003181659,0.01137989],"study_design_scores_gemma":[0.0002223718,3.877751e-7,0.01581533,0.001221924,0.0000110321,0.000001459248,0.00003806252,0.9131855,0.06221529,0.0004051903,0.006741849,0.0001415398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6859303,0.002916513,0.3062741,0.0002471524,0.0006645668,0.0004315437,0.00007811761,0.0003358879,0.003121765],"genre_scores_gemma":[0.9955722,0.0002641302,0.003800344,0.000001274193,0.00001902506,0.00005670009,0.0001627258,0.00002264265,0.0001009452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6158579,"threshold_uncertainty_score":0.4338551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01843982676612696,"score_gpt":0.2443499446518713,"score_spread":0.2259101178857444,"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."}}