{"id":"W4251185199","doi":"10.18057/ijasc.2014.10.4.5","title":"NUMERICAL SIMULATION OF INELASTIC CYCLIC RESPONSE OF HSS BRACES UPON FRACTURE","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Fatigue and fracture mechanics","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fracture (geology); Structural engineering; Materials science; Composite material; Computer science; 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":[0.0001144243,0.0002721996,0.0004921154,0.0001792134,0.00001214041,0.000005623825,0.0001345422,0.0005058107,0.0006428357],"category_scores_gemma":[0.0001162241,0.0002366081,0.0001359162,0.0000342046,0.00001746272,0.00003996859,0.00001774957,0.0003239664,0.00003923088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002781656,"about_ca_system_score_gemma":0.00001731926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000495978,"about_ca_topic_score_gemma":0.000002871526,"domain_scores_codex":[0.9990129,0.00002080054,0.0004377436,0.0001598712,0.0002438006,0.0001248817],"domain_scores_gemma":[0.9987096,0.0006763831,0.0001695461,0.0003199494,0.00007288018,0.0000516398],"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":[0.0002068352,0.0000081444,0.000003750962,0.0003342193,0.0001065372,0.000002873495,0.0001383211,0.9896191,0.00197632,0.004375247,0.0006192189,0.002609369],"study_design_scores_gemma":[0.0005081373,0.0003682773,0.0003076408,0.0005734809,0.0001666596,0.000004048299,0.00000850753,0.8533819,0.01522203,0.005258488,0.1234348,0.0007659387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003800924,0.0008887299,0.9110624,0.00007734637,0.0006599427,0.0003587397,0.00004430151,0.00028157,0.08282608],"genre_scores_gemma":[0.9894109,0.00003529679,0.0004397868,0.00004904669,0.0001037861,0.000001320397,0.00002689872,0.00007306908,0.009859905],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9856099,"threshold_uncertainty_score":0.96486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080730998664271,"score_gpt":0.2220698318569649,"score_spread":0.2112625218703222,"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."}}