{"id":"W4414942538","doi":"10.1115/pvp2025-154041","title":"How Accurate Is Torque? Improving the Accuracy of Torque by Leveraging Stud Manufacturers, Tooling, and Practices","year":2025,"lang":"en","type":"article","venue":"","topic":"Metal Alloys Wear and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Fasteners Institute","funders":"","keywords":"Torque; Flange; Wrench; Reliability (semiconductor); Nut; Bolted joint","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007887972,0.0006916582,0.0007532767,0.001347106,0.0003821656,0.002571456,0.001020314,0.0006526224,0.0008705644],"category_scores_gemma":[0.03186999,0.000572641,0.0002884408,0.0009389937,0.0008400189,0.00208922,0.0007250289,0.0003743746,0.0007670281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003951152,"about_ca_system_score_gemma":0.0004747692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107627,"about_ca_topic_score_gemma":0.002672552,"domain_scores_codex":[0.994337,0.001311697,0.0007913091,0.0007179415,0.002589096,0.000252831],"domain_scores_gemma":[0.9679395,0.01214093,0.006390761,0.006755508,0.006462693,0.0003106028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006915563,0.0002404171,0.1222499,0.00110054,0.0002333975,0.0003322341,0.0018933,0.01735837,0.4827987,0.001096669,0.0006564492,0.3713485],"study_design_scores_gemma":[0.00004303231,0.003723101,0.1954776,0.0004663055,0.0004096469,0.001139404,0.002631953,0.02608423,0.7535443,0.001498019,0.0147715,0.0002110001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8605174,0.004403492,0.129392,0.0004340801,0.0002293632,0.0001053058,0.0001261638,0.0005977741,0.004194398],"genre_scores_gemma":[0.9457124,0.00102065,0.05221114,0.00005621652,0.00004190693,0.00001871122,0.00006743512,0.0001496095,0.0007218444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007887972,"threshold_uncertainty_score":0.0417161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03127067693164812,"score_gpt":0.2903607519385351,"score_spread":0.2590900750068869,"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."}}