{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002704194,0.0003929698,0.0004919763,0.0002750582,0.0001169765,0.0001786153,0.0005576517,0.0002781479,0.0004328434],"category_scores_gemma":[0.0006491282,0.0004203988,0.0001557203,0.0004443734,0.00006947943,0.00009575589,0.00003885453,0.0004295681,0.00007110411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771559,"about_ca_system_score_gemma":0.00008462635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001378163,"about_ca_topic_score_gemma":0.002622616,"domain_scores_codex":[0.9965829,0.001602593,0.0005265066,0.0005181278,0.0003917175,0.0003781068],"domain_scores_gemma":[0.9973482,0.0005878411,0.0001892581,0.001384642,0.0003715305,0.0001185203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002321618,0.01899646,0.0400202,0.00170635,0.002261525,0.00006818789,0.01589466,0.0001244198,0.04216057,0.1793624,0.2635609,0.4356122],"study_design_scores_gemma":[0.007798107,0.00003591873,0.1398048,0.004764878,0.0007110887,0.00002067582,0.0002049707,0.01439083,0.1738064,0.01238154,0.640945,0.005135783],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008151045,0.001303434,0.1405129,0.000505346,0.0001704902,0.001759655,0.0001024968,0.001833062,0.8456616],"genre_scores_gemma":[0.934588,0.00157284,0.00977761,0.0001027918,0.00006952056,0.0001447639,0.0002663775,0.0003757149,0.05310239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.926437,"threshold_uncertainty_score":0.9998248,"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."}}