{"id":"W2803292965","doi":"10.1051/matecconf/201816510017","title":"Evaluating the Impact of Conservatism in Industrial Fatigue Analysis of Life-Limited Components","year":2018,"lang":"en","type":"article","venue":"MATEC Web of Conferences","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Conservatism; Component (thermodynamics); Benchmark (surveying); Econometrics; Economics; Geography; Political science","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":[0.0004322795,0.0001126458,0.0004464942,0.0002854629,0.00001641005,0.000009892634,0.0002270705,0.00009815931,0.0003217362],"category_scores_gemma":[0.0001847583,0.00007583509,0.0001050577,0.0007703209,0.0001132693,0.00004906886,0.00002623174,0.0001137869,0.000001039898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001278608,"about_ca_system_score_gemma":0.0001976875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002353861,"about_ca_topic_score_gemma":0.0003396986,"domain_scores_codex":[0.998987,0.0000844797,0.0004974074,0.00008518044,0.0002183403,0.0001275865],"domain_scores_gemma":[0.9991878,0.0002242813,0.0002087821,0.0002045022,0.0001468144,0.00002778519],"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":[0.0002643834,0.0001451754,0.6746863,0.0001500344,0.003860896,0.000001044957,0.002702812,0.08154456,0.2209836,0.002666121,0.0004158403,0.01257924],"study_design_scores_gemma":[0.0005927861,0.0002818935,0.217211,0.0001184702,0.0002063655,1.245921e-7,0.0002078481,0.7610006,0.01996125,0.0003032571,0.00001256372,0.000103836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981498,0.00007303907,0.0004085276,0.00002390257,0.0001115147,0.0001259976,0.00004808647,0.00001650585,0.001042657],"genre_scores_gemma":[0.999806,0.00001697796,0.0001188821,0.000005339142,0.00002060346,0.000003844932,0.00001959069,0.000006339854,0.000002348517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6794561,"threshold_uncertainty_score":0.3558349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1682565468863313,"score_gpt":0.3485917906013028,"score_spread":0.1803352437149715,"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."}}