{"id":"W4299861827","doi":"","title":"Dielectric spectroscopy techniques as quality control tool: a feasibility study","year":2009,"lang":"en","type":"other","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Quality (philosophy); Spectroscopy; Dielectric; Materials science; Environmental science; Computer science; Optoelectronics; Physics; Astronomy","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":[0.002582367,0.0005716035,0.0003018818,0.0006159613,0.0003074443,0.0007991003,0.0007445918,0.0007245046,0.001393397],"category_scores_gemma":[0.002751417,0.0002190236,0.0003027294,0.0003167236,0.0005119389,0.001356412,0.0003591318,0.0004439614,0.0003438207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182258,"about_ca_system_score_gemma":0.0003686851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005875435,"about_ca_topic_score_gemma":0.0005094262,"domain_scores_codex":[0.998389,0.0005456632,0.00005563944,0.0001845403,0.000746063,0.00007906195],"domain_scores_gemma":[0.9981262,0.0006861596,0.0001574306,0.000199791,0.0007440525,0.00008638925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002000563,0.0008519115,0.005066345,0.0004077356,0.00004346389,0.0005575818,0.000310513,0.001726964,0.8953272,0.00125354,0.0002583784,0.09219584],"study_design_scores_gemma":[0.0003421312,0.01535462,0.005858578,0.00005550746,0.0001080199,0.001600679,0.0003647882,0.01835907,0.9494783,0.0007189971,0.007714449,0.00004492607],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7611806,0.00418508,0.2242673,0.0006581574,0.0001419812,0.001018345,0.000127222,0.0003876626,0.008033601],"genre_scores_gemma":[0.8949392,0.001888653,0.1003417,0.00007710767,0.00004964516,0.0001292001,0.0000840182,0.00003845331,0.002452125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002582367,"threshold_uncertainty_score":0.01365703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01071041753386953,"score_gpt":0.2518537783633906,"score_spread":0.241143360829521,"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."}}