{"id":"W4405815546","doi":"10.1007/978-3-031-56085-9_6","title":"Modes of Failure","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario College of Art and Design; University of Toronto","funders":"","keywords":"Computer 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003142209,0.0001235339,0.0002319094,0.00008770399,0.000004295913,0.00001014994,0.00005818002,0.0001910163,0.002883553],"category_scores_gemma":[0.000001333647,0.00009959522,0.0001676628,0.0000164545,0.000005853415,0.0000190863,0.00001517826,0.0001343394,0.0003208962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001243049,"about_ca_system_score_gemma":0.000003077337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001554644,"about_ca_topic_score_gemma":0.00002134322,"domain_scores_codex":[0.999517,6.816819e-7,0.0002075801,0.0001025108,0.0001179543,0.0000542429],"domain_scores_gemma":[0.9997578,0.0000172877,0.00001461711,0.0001596929,0.00002428723,0.00002631914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[3.435322e-7,6.1863e-7,5.884116e-8,0.0001140903,0.0001460981,0.000001483259,0.000004223775,0.01539871,0.0007075907,0.9778471,0.004572867,0.001206826],"study_design_scores_gemma":[0.0000315788,0.00001087837,9.778259e-8,0.000131352,0.0001954817,4.90872e-7,0.00000309553,0.3525176,0.001165326,0.1919494,0.4537955,0.0001992163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001124223,0.00055155,0.007501705,0.00003636736,0.00005237704,0.00004184368,0.00001069894,0.0001481302,0.9916461],"genre_scores_gemma":[0.2682756,0.00008247289,0.0006445712,0.000007268939,0.00008244144,8.984338e-7,0.0000284204,0.0000430064,0.7308353],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7858977,"threshold_uncertainty_score":0.9980279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009967827425624985,"score_gpt":0.1938627758276915,"score_spread":0.1838949484020665,"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."}}