{"id":"W2013946748","doi":"10.1007/978-1-84628-814-2_30","title":"Opportunistic Electrode Replacement in a Robotic Spot Welding System","year":2008,"lang":"en","type":"book-chapter","venue":"","topic":"Reliability and Maintenance Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Spot welding; Welding; Robot; Electrode; Compensation (psychology); Engineering; Mechanical engineering; Reliability engineering; Simulation; Computer science; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001422003,0.0002797366,0.0003908226,0.0001827691,0.00003140376,0.00001880432,0.0001072572,0.0002497856,0.0002015604],"category_scores_gemma":[0.00001526545,0.0002838143,0.00007845814,0.00003469755,0.00002227593,0.00005734074,0.0000219042,0.0003031045,0.00008404022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007459491,"about_ca_system_score_gemma":0.00004613839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001611295,"about_ca_topic_score_gemma":0.00003266623,"domain_scores_codex":[0.9988033,0.000006624358,0.0004575387,0.0002871768,0.0001683446,0.0002770839],"domain_scores_gemma":[0.9994602,0.00002956673,0.0000566817,0.000348794,0.00003671925,0.00006800734],"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":[0.00002181022,0.000009167014,0.000004313329,0.0008327796,0.00005891762,0.0001194324,0.00006911794,0.8896959,0.00003827761,0.1015585,0.006783978,0.0008077844],"study_design_scores_gemma":[0.0007729878,0.0001450813,0.0000155354,0.002567266,0.0001102045,0.0002335635,0.00006758821,0.9009829,0.0001473127,0.0009331981,0.0926258,0.001398639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003749266,0.0003404135,0.05948521,0.00003314218,0.0003885963,0.0004859692,0.000003785575,0.0004797381,0.9387457],"genre_scores_gemma":[0.1543981,0.007521059,0.005916535,0.00006831848,0.0002275972,0.00008213613,0.0002192375,0.0002770252,0.83129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1543606,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014248628731364,"score_gpt":0.185303644866348,"score_spread":0.171055016134984,"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."}}