{"id":"W3004870777","doi":"10.1007/s11668-020-00804-1","title":"Failure Analysis of an Ambulance Cathode Ray Tube Monitor Bracket","year":2020,"lang":"en","type":"article","venue":"Journal of Failure Analysis and Prevention","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"University of Toronto","keywords":"Fractography; Bracket; Materials science; Failure mode and effects analysis; Structural engineering; Fracture (geology); Stress (linguistics); Solid mechanics; Fatigue testing; Bending; Reliability (semiconductor); Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007167417,0.0002095468,0.001133437,0.0008374973,0.00005692579,0.00008411236,0.0002144863,0.0001555304,0.000327103],"category_scores_gemma":[0.00007095894,0.0001771308,0.00101489,0.0032464,0.00002091075,0.0005282926,0.00002273488,0.0002630545,0.000002103235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002616348,"about_ca_system_score_gemma":0.00001621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001973255,"about_ca_topic_score_gemma":0.00034275,"domain_scores_codex":[0.9977974,0.0002125633,0.00110643,0.0002323403,0.0004770394,0.0001742757],"domain_scores_gemma":[0.9985505,0.00008144424,0.0005533881,0.0002538257,0.0003046328,0.000256219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008858513,0.000118174,0.01710838,0.0001137711,0.02590707,0.00001694675,0.0007533037,0.8892089,0.04710823,0.0001856157,0.0006089619,0.01878212],"study_design_scores_gemma":[0.0007016038,0.0003997106,0.03845729,0.00004590554,0.04457095,0.000004026826,0.000430724,0.9079515,0.004673603,0.0003999141,0.001979426,0.0003853417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7361474,0.0004762358,0.262711,0.0005088501,0.00003134946,0.00006336725,0.00001799285,0.00002213204,0.0000216722],"genre_scores_gemma":[0.9862044,0.0001832848,0.01324666,0.00004744404,0.0001969529,0.000001477412,0.00008217674,0.00001557453,0.00002201148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.250057,"threshold_uncertainty_score":0.7223186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314488149789292,"score_gpt":0.2554094696870097,"score_spread":0.2422645881891168,"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."}}