{"id":"W2351998091","doi":"","title":"Contact Resistance Measure System for Simulating Resistance Welding","year":2008,"lang":"en","type":"article","venue":"","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Contact resistance; Waveform; Welding; Measure (data warehouse); Materials science; Composite material; Electrical contacts; Electric resistance welding; Acoustics; Mechanical engineering; Computer science; Electrical engineering; Engineering; Voltage; Physics","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":[0.0002780207,0.0001542144,0.0002921656,0.00005862061,0.000279208,0.00001463447,0.0001611036,0.0002604805,0.000005513509],"category_scores_gemma":[0.0001062229,0.0001487115,0.00008154878,0.0001460967,0.0000192628,0.00009611232,0.000007735448,0.0001785167,0.00001448439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001557212,"about_ca_system_score_gemma":0.00001858959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006295997,"about_ca_topic_score_gemma":0.0001122695,"domain_scores_codex":[0.9990169,0.00002310558,0.00033113,0.0001818884,0.0001278412,0.0003191544],"domain_scores_gemma":[0.9994119,0.0001691216,0.00005251848,0.0002529657,0.00007303662,0.0000404642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002046998,0.0000834415,0.006168935,0.005108277,0.001617203,0.0004294424,0.001908233,0.07572946,0.1160056,0.6612853,0.1241188,0.005498311],"study_design_scores_gemma":[0.02099053,0.0002302026,0.001163707,0.00503007,0.0002601896,0.0001392367,0.004550801,0.148946,0.1639306,0.00143095,0.6492543,0.004073442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2110911,0.007620629,0.2709394,0.0006184398,0.004203348,0.003340354,0.00006313535,0.01074545,0.4913782],"genre_scores_gemma":[0.9941501,0.000004020217,0.0009316323,0.00001141144,0.0002655312,0.00009294248,0.000001866168,0.00003348144,0.004509035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7830589,"threshold_uncertainty_score":0.6064278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0230399992631923,"score_gpt":0.2056299918286255,"score_spread":0.1825899925654332,"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."}}