{"id":"W2127023718","doi":"10.1109/pes.2007.386181","title":"On-Load Network De-icer Specification for a Large Transmission Network","year":2007,"lang":"en","type":"article","venue":"IEEE Power Engineering Society General Meeting","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Electric power transmission; Circuit breaker; Transformer; Icing; Installation; Electrical engineering; Transmission network; Transmission line; Engineering; Electrical conductor; Computer science; Transmission (telecommunications); Voltage; Meteorology; Mechanical engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001704185,0.0003199269,0.000271114,0.00004137154,0.0002259818,0.00005131972,0.0002177014,0.0003270752,0.000006368486],"category_scores_gemma":[0.00007257617,0.0003377103,0.0002655183,0.0003686693,0.00001407268,0.000068155,0.00001736887,0.000413722,0.000008312639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335913,"about_ca_system_score_gemma":0.0000213452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005876223,"about_ca_topic_score_gemma":0.00000294702,"domain_scores_codex":[0.9979107,0.00001072021,0.0003819016,0.0003006991,0.0002362416,0.001159687],"domain_scores_gemma":[0.9991528,0.0003318906,0.00005126054,0.0002899329,0.00006414649,0.0001099303],"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":[0.0000146944,0.00001393616,0.00008359663,0.00008430085,0.0000641408,0.000002092475,0.0006054873,0.9426947,0.01365851,0.001465806,0.03732475,0.003988029],"study_design_scores_gemma":[0.0007001621,0.00008128511,0.0005513194,0.0004374455,0.00003806682,0.000008076862,0.0001034146,0.8840467,0.06225404,0.0006341852,0.05045617,0.0006890818],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1086802,0.0005227234,0.8857604,0.00008699819,0.001516888,0.0002446692,0.0000042758,0.002186905,0.0009969238],"genre_scores_gemma":[0.8308568,0.00009989292,0.1672633,0.0001583077,0.001343936,0.00003712106,0.000008401754,0.0001229942,0.0001092518],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7221766,"threshold_uncertainty_score":0.9999075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008133668513110275,"score_gpt":0.2252571163524666,"score_spread":0.2171234478393564,"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."}}