{"id":"W3025332718","doi":"","title":"On optimality of MIA for unknown leakage models and related new practical results","year":2014,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Smart Grid Security and Resilience","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Leakage (economics); Computer science; Economics","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":[0.01474641,0.00365982,0.005280066,0.002939148,0.002068824,0.005226848,0.004532064,0.005008466,0.01415593],"category_scores_gemma":[0.07148674,0.002321934,0.002924929,0.002959114,0.008157267,0.01107673,0.007857387,0.01051829,0.001755097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005427863,"about_ca_system_score_gemma":0.004714485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040717,"about_ca_topic_score_gemma":0.003878072,"domain_scores_codex":[0.9916824,0.004993584,0.0003187782,0.001159212,0.001084835,0.0007610634],"domain_scores_gemma":[0.9152177,0.07555673,0.00250031,0.002964566,0.002551486,0.001209232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002505405,0.0001018802,0.0005416254,0.0004021734,0.0001008997,0.000104668,0.0001988514,0.1884848,0.0008519652,0.7891634,0.006548473,0.01325063],"study_design_scores_gemma":[0.00002562453,0.00004292643,0.0001705155,0.00007756887,0.00002581858,0.00004925798,0.00004495083,0.3938975,0.0002913372,0.6038497,0.0014964,0.00002856548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01615663,0.004087992,0.9425684,0.005820395,0.0003492094,0.00009940449,0.0006071909,0.0002655981,0.03004524],"genre_scores_gemma":[0.7362611,0.008434916,0.2145651,0.003301627,0.00229894,0.0006798714,0.001295371,0.001185897,0.03197717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01474641,"threshold_uncertainty_score":0.07798743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036424761511432,"score_gpt":0.2486270543840493,"score_spread":0.228262806768935,"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."}}