{"id":"W4404110792","doi":"10.3390/app142210171","title":"PD-Free Design of Insulation Systems: An Application to Laminated Busbars","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Office of Naval Research","keywords":"Busbar; Materials science; Engineering; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003075037,0.0007340173,0.0003625674,0.0003799827,0.0001890954,0.0006213963,0.0005479577,0.0005204128,0.0009398453],"category_scores_gemma":[0.0006755875,0.0003008615,0.0005088346,0.0001550258,0.0002229499,0.0003811622,0.0003178229,0.0003138522,0.000313903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275643,"about_ca_system_score_gemma":0.0002538791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004234021,"about_ca_topic_score_gemma":0.0003114007,"domain_scores_codex":[0.999796,0.00005738147,0.000007231481,0.00003474893,0.00008809176,0.00001652192],"domain_scores_gemma":[0.9997322,0.0000682592,0.00008329312,0.00003498763,0.00006791694,0.00001333913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007755921,0.00006125504,0.0008296011,0.0002694276,0.00005027462,0.000171841,0.0001285081,0.8673572,0.05530919,0.005499588,0.0004712823,0.0697743],"study_design_scores_gemma":[0.00001262236,0.000249587,0.000329779,0.00002262638,0.00002002313,0.0001172796,0.00001565784,0.9794732,0.01379091,0.002105497,0.003852663,0.0000102157],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04100104,0.0003577506,0.9555738,0.00005475907,0.00002743745,0.00003755909,0.0000312757,0.0004881819,0.002428058],"genre_scores_gemma":[0.841489,0.000545034,0.1543597,0.00002955211,0.0000299889,0.0001012948,0.0000669463,0.000103085,0.003275297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009398453,"threshold_uncertainty_score":0.003144085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551813268969687,"score_gpt":0.2738803564781466,"score_spread":0.2483622237884497,"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."}}