{"id":"W4308300556","doi":"10.54691/sjt.v4i10.2369","title":"Simplified Methodology Research for Parameter Setting of Resistance Spot Welding","year":2022,"lang":"en","type":"article","venue":"Scientific Journal of Technology","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Welding; Spot welding; Mechanical engineering; Sample (material); Computer science; Engineering; Reliability 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001203327,0.001087181,0.0009586242,0.001412523,0.0004361942,0.001368917,0.001690467,0.0007558765,0.005634463],"category_scores_gemma":[0.00226799,0.000562203,0.001333921,0.000923881,0.0005019703,0.00145899,0.001063567,0.001123633,0.001961135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007654302,"about_ca_system_score_gemma":0.00108533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001794606,"about_ca_topic_score_gemma":0.0009978737,"domain_scores_codex":[0.9982445,0.0004648999,0.0000946924,0.0003451726,0.0007815373,0.00006914412],"domain_scores_gemma":[0.999317,0.000155566,0.00007978623,0.000186022,0.0002464593,0.00001504455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001489339,0.0001460508,0.00168097,0.001774645,0.0001841498,0.0004008023,0.0003798047,0.327038,0.1253595,0.1699031,0.004102658,0.3688815],"study_design_scores_gemma":[0.00004449706,0.0002585962,0.001044463,0.0001009254,0.00008716731,0.0004454829,0.0000724312,0.8847333,0.02800041,0.04849582,0.03664454,0.00007237804],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001596667,0.0002250213,0.9959897,0.0000289658,0.00002169045,0.0000583994,0.00003344219,0.0002735704,0.001772496],"genre_scores_gemma":[0.2301039,0.00153509,0.7584777,0.000105202,0.0001062962,0.0008172019,0.0004952361,0.0004582313,0.007901152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005634463,"threshold_uncertainty_score":0.01884913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11027967236087,"score_gpt":0.3927053971930718,"score_spread":0.2824257248322017,"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."}}