{"id":"W2077491851","doi":"10.1520/jte20120192","title":"Loading Rate Concerns in ASTM C1609","year":2013,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Mechanical Failure Analysis and Simulation","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Materials science; Composite material; Forensic engineering; 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":[0.001244009,0.00004271986,0.0001044975,0.00008412952,0.00001872443,0.00004719359,0.00002599673,0.00002718527,0.00009822952],"category_scores_gemma":[0.000708289,0.00003518218,0.00001981128,0.0001277601,0.000003290203,0.0002396247,0.000003914677,0.00009199249,0.000007944085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003844122,"about_ca_system_score_gemma":0.00001082734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000168061,"about_ca_topic_score_gemma":0.000003963598,"domain_scores_codex":[0.9994168,0.00005487245,0.0002798584,0.00003822614,0.0001452838,0.00006501739],"domain_scores_gemma":[0.9994487,0.0002083035,0.00008295417,0.00003190279,0.0001936956,0.00003446014],"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":[0.000003705062,0.0000122359,0.01350941,0.00002538034,0.00003019691,0.000001789503,0.0002042462,0.6360596,0.09338748,0.00003841823,0.0004244343,0.2563031],"study_design_scores_gemma":[0.0002814602,0.00003468449,0.0258862,0.0001008043,0.0000278495,0.000004276549,0.00003914114,0.9708382,0.0004417501,0.002287987,0.00001759094,0.00004003355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967328,0.0002441226,0.002311546,0.00009461922,0.00007453401,0.0000517161,6.514054e-8,0.000008038632,0.0004825354],"genre_scores_gemma":[0.9976962,0.00001662201,0.002156004,0.00001491362,0.0001037602,0.00000142508,4.518756e-7,0.000004163288,0.000006519879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3347786,"threshold_uncertainty_score":0.1434688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0659061160363886,"score_gpt":0.3005094444444965,"score_spread":0.2346033284081079,"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."}}