{"id":"W2729928189","doi":"10.4050/f-0073-2017-12184","title":"Automatic Fatigue Test Control System (AFTCS)","year":2017,"lang":"en","type":"article","venue":"","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell Helicopter Textron (Canada)","funders":"","keywords":"Test (biology); Computer science; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001700454,0.0001261091,0.0002463343,0.00002763778,0.0001613647,0.0001512941,0.0002945507,0.00006550523,0.0001778893],"category_scores_gemma":[0.0000919204,0.0001005803,0.00004813757,0.00001816838,0.00002181718,0.000121029,0.00001319638,0.00005779698,0.0008653929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004594812,"about_ca_system_score_gemma":0.000008348185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009634256,"about_ca_topic_score_gemma":0.00001914944,"domain_scores_codex":[0.9993128,0.00001273802,0.0002532553,0.00009259365,0.0001314575,0.0001971641],"domain_scores_gemma":[0.9990883,0.0001304663,0.00005423966,0.0006222487,0.0000183226,0.00008637311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001316671,0.0003451043,0.2473058,0.02881904,0.002534487,0.0006010561,0.007615156,0.1039566,0.02068427,0.06092798,0.2622265,0.2649708],"study_design_scores_gemma":[0.0004577188,0.00001164186,0.007619775,0.0002110269,0.00001592619,0.00002712019,0.0001504118,0.989554,0.0001864517,0.00001074267,0.001601217,0.0001539397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09149876,0.0001529261,0.1129039,0.0001804203,0.00175632,0.0006111211,0.00001858895,0.002528322,0.7903496],"genre_scores_gemma":[0.9986851,0.000001685049,0.0002740705,0.00001849319,0.0001389429,0.00004156557,0.000001037733,0.00002457111,0.0008145964],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9071863,"threshold_uncertainty_score":0.9999126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01506299392932927,"score_gpt":0.2245860066188936,"score_spread":0.2095230126895643,"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."}}