{"id":"W3195640666","doi":"10.1016/j.ymssp.2021.108327","title":"Development of crack induced impulse-based condition indicators for early tooth crack severity assessment","year":2021,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Gear and Bearing Dynamics Analysis","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Impulse (physics); Harmonics; Structural engineering; Acoustics; Vibration; Modal; Modal analysis; SIGNAL (programming language); Engineering; Materials science; Computer science; Physics; Voltage; Electrical engineering","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":[0.000346961,0.0001372641,0.0003137471,0.0000850077,0.0001395376,0.0001222567,0.00006674438,0.0001218405,0.00001321795],"category_scores_gemma":[0.00001113057,0.0001295103,0.00006526089,0.0002311223,0.0000109113,0.00008375497,0.00002549131,0.0001299954,8.135309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007573403,"about_ca_system_score_gemma":0.0001484366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001281288,"about_ca_topic_score_gemma":0.00001228064,"domain_scores_codex":[0.9989078,0.00002810089,0.0004229649,0.0002169023,0.0002285053,0.0001957416],"domain_scores_gemma":[0.9995651,0.00004118253,0.00009943047,0.00008567292,0.0001159124,0.00009271197],"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":[0.00004881711,0.0003623544,0.003704961,0.006796238,0.0005344229,0.00002269829,0.0008204371,0.01221149,0.6795568,0.002271322,0.00003673833,0.2936338],"study_design_scores_gemma":[0.0006569942,0.00006764417,0.005425655,0.0003861459,0.00009371923,0.000003690127,0.0002270001,0.9463093,0.0458481,0.0003344855,0.0003175277,0.0003296956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6691275,0.0000991521,0.3304703,0.000009390115,0.0000567794,0.0001179784,0.000009128841,0.00004082439,0.00006893833],"genre_scores_gemma":[0.9912307,0.000001497063,0.008612921,0.00001073657,0.00003621975,0.0000343705,0.00003490212,0.00002086492,0.00001784529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9340978,"threshold_uncertainty_score":0.5281276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01610256397748168,"score_gpt":0.2563282566959866,"score_spread":0.2402256927185049,"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."}}