{"id":"W2101643325","doi":"10.5897/jmer.9000023","title":"Functional parameters modelling of transformer","year":2009,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Material Properties and Failure Mechanisms","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformer; Probabilistic logic; Computer science; Thermal; Reliability engineering; Engineering; Artificial intelligence; Electrical engineering; Thermodynamics; Voltage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008229548,0.0009415819,0.0003312635,0.0008483281,0.0002009756,0.0006362339,0.001195704,0.0007287984,0.001180017],"category_scores_gemma":[0.003164153,0.0003230947,0.0005066789,0.0004405017,0.0006622485,0.0013698,0.0003505606,0.000531002,0.0003264183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006016974,"about_ca_system_score_gemma":0.0003398973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459326,"about_ca_topic_score_gemma":0.001375903,"domain_scores_codex":[0.9994712,0.0001827238,0.00002249525,0.00009365847,0.0001860881,0.00004371499],"domain_scores_gemma":[0.9990219,0.0005213923,0.000159277,0.0001178914,0.0001623664,0.0000172423],"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":[0.00001370017,0.000005875105,0.0004749926,0.00001617023,0.000006804259,0.00003698281,0.00002312348,0.990243,0.001818986,0.004163546,0.00006244478,0.003134347],"study_design_scores_gemma":[0.000001013437,0.00001397428,0.0003653223,0.000002556862,0.000003714887,0.00004353321,0.000005338607,0.995996,0.0008895561,0.002340273,0.0003342797,0.000004457077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1333987,0.0003137047,0.8597715,0.00009647199,0.00001974067,0.00003029564,0.0003086388,0.0003023327,0.005758717],"genre_scores_gemma":[0.9904408,0.0001796841,0.007988111,0.000009907179,0.00001143912,0.00003487364,0.0001641041,0.00006005132,0.001110899],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002459326,"threshold_uncertainty_score":0.004890084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1058808288711158,"score_gpt":0.2770948815126926,"score_spread":0.1712140526415768,"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."}}