{"id":"W4306874573","doi":"10.1139/tcsme-2022-0028","title":"Ultimate strength analysis of pitted plates with transverse cracks","year":2022,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Cracking; Materials science; Strength reduction; Composite material; Transverse plane; Enhanced Data Rates for GSM Evolution; Ultimate tensile strength; Fracture mechanics; Structural engineering; Finite element method; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001399636,0.0001352223,0.0003230817,0.0001555128,0.0002332387,0.00000797812,0.0002706961,0.00008628218,0.0002829247],"category_scores_gemma":[0.000008664159,0.0001117686,0.001051068,0.001391313,0.00004440832,0.00005289371,0.000003878829,0.0003578967,9.246498e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002947077,"about_ca_system_score_gemma":0.00006339171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009814711,"about_ca_topic_score_gemma":0.03053433,"domain_scores_codex":[0.9991736,0.000009574137,0.0002623763,0.000131595,0.0001895872,0.000233201],"domain_scores_gemma":[0.9994452,0.0001049499,0.00003468405,0.0002510841,0.00005234414,0.0001117227],"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":[0.000007863679,0.0000105332,0.000004328208,0.00008472032,0.002870091,1.570371e-7,0.0004118599,0.991133,0.004661648,0.0005868193,0.00001832222,0.0002106615],"study_design_scores_gemma":[0.0002402817,0.00004630604,0.0001051104,0.00001193718,0.002333964,0.00000197088,0.0006124453,0.9809408,0.01502722,0.00006163813,0.0004690101,0.0001493053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6179265,0.0001650666,0.3771596,0.0005343942,0.0004524073,0.0005850532,0.002933086,0.0001935381,0.00005038865],"genre_scores_gemma":[0.9955537,0.00001164793,0.004296073,0.00001614516,0.000006092863,0.00004147628,0.00002562451,0.00002134912,0.00002790027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3776272,"threshold_uncertainty_score":0.996779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006549580476101379,"score_gpt":0.1867230565875403,"score_spread":0.1801734761114389,"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."}}