{"id":"W4385249295","doi":"10.1109/pcic42668.2022.10181259","title":"Taking the Heat: IEEE Standard 80 and Bimetallic Conductors","year":2022,"lang":"en","type":"article","venue":"","topic":"Thermal Analysis in Power Transmission","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safe Engineering Services & Technologies (Canada)","funders":"","keywords":"Electrical conductor; Conductor; Heat sink; Nuclear engineering; Bimetallic strip; Computer science; Mechanical engineering; Engineering; Reliability engineering; Materials science; Electrical engineering; Metallurgy; Composite material","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001681692,0.00008273009,0.0001001146,0.00003242049,0.0001826604,0.0000249313,0.0001275399,0.00001377185,0.004288816],"category_scores_gemma":[0.000002998041,0.00005445999,0.00004251487,0.0001629806,0.00002611878,0.00004771981,0.00003120416,0.0001647467,0.000005702377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003510701,"about_ca_system_score_gemma":0.000005331994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003632266,"about_ca_topic_score_gemma":0.000006923746,"domain_scores_codex":[0.9994608,0.00003341403,0.0001072681,0.00009752412,0.0001735577,0.0001273967],"domain_scores_gemma":[0.9997658,0.0000366335,0.000009004149,0.0001462101,0.000006594993,0.00003580111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005950648,0.00004400422,0.002728081,0.0001047007,0.0008285129,0.0000395387,0.004684628,0.4358955,0.488953,0.007247133,0.007572906,0.05184252],"study_design_scores_gemma":[0.001561447,0.0002686887,0.006355298,0.00003528927,0.0004128716,0.0001238957,0.004083798,0.1833143,0.1667551,0.002016617,0.6337703,0.001302372],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811637,0.001668628,0.004290841,0.0002743082,0.0003849631,0.00009246018,0.00001255329,0.0002538726,0.0118587],"genre_scores_gemma":[0.999348,0.00004484506,0.0001585631,0.00009748396,0.00002300683,0.000009803364,0.00000170238,0.00001796617,0.0002986426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6261975,"threshold_uncertainty_score":0.9966214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01230997663457955,"score_gpt":0.2162820212723369,"score_spread":0.2039720446377573,"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."}}