{"id":"W4417250265","doi":"10.1109/icpre67300.2025.11273939","title":"Analysis of Shipboard Power Systems with Saturable Models of Synchronous Machines","year":2025,"lang":"","type":"article","venue":"","topic":"HVDC Systems and Fault Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Harmonics; Propulsion; Electric power system; Synchronous motor; Robustness (evolution); Electromagnetic coil; Field coil; Power (physics); Transient (computer programming); Electrically powered spacecraft propulsion","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":[0.0004275634,0.0003435535,0.001334261,0.001060574,0.00006521784,0.00005485924,0.0002122889,0.0002718299,0.0001377804],"category_scores_gemma":[0.00001461435,0.0002703502,0.0003145276,0.002974079,0.00006239091,0.0002480865,0.00004088366,0.00021063,0.000003138479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435478,"about_ca_system_score_gemma":0.00008381467,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01204647,"about_ca_topic_score_gemma":0.000527957,"domain_scores_codex":[0.9978012,0.00009275894,0.001080179,0.0003660246,0.0003383283,0.0003215242],"domain_scores_gemma":[0.9985796,0.00008291574,0.0002720536,0.0006789376,0.000316691,0.00006976145],"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":[0.00008174571,0.00007719001,0.003802556,0.002080183,0.007658878,0.000002075977,0.0005004121,0.9771981,0.002075035,0.005483916,0.00004819906,0.0009916875],"study_design_scores_gemma":[0.000462145,0.0001651486,0.001650446,0.0008089631,0.002289637,0.000002878821,0.0008609958,0.9923198,0.0009906194,0.00002733169,0.0001644269,0.0002576389],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2597148,0.008320737,0.6814859,0.00001918968,0.0007584242,0.0008309328,0.00006383299,0.0001104493,0.04869572],"genre_scores_gemma":[0.9963772,0.0000955243,0.0005395348,0.000003661079,0.00001573125,0.00004123826,0.000006963447,0.00002933157,0.002890865],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7366623,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005835597417778495,"score_gpt":0.210702092474596,"score_spread":0.2048664950568175,"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."}}