{"id":"W4285617244","doi":"10.1109/tpwrs.2020.3029516","title":"IEEE Power & Energy Society","year":2020,"lang":"en","type":"article","venue":"IEEE Transactions on Power Systems","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Power (physics); Electrical engineering; Electric power system; Energy (signal processing); Computer science; Engineering; Physics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00011282,0.0004024393,0.0004385742,0.00007497532,0.0002860607,0.0001202634,0.0003834008,0.0003748118,0.0008582342],"category_scores_gemma":[0.000004945086,0.0003970979,0.0005421665,0.0005530837,0.00009254005,0.0002189025,0.000002081323,0.0003893574,0.001363903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252654,"about_ca_system_score_gemma":0.00008358239,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00721421,"about_ca_topic_score_gemma":0.001020385,"domain_scores_codex":[0.9977165,0.0001665408,0.0005038388,0.0005554353,0.0004765106,0.0005811067],"domain_scores_gemma":[0.9986787,0.00008634912,0.0001169045,0.0005566037,0.0001035411,0.0004579001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003143701,0.0007339281,0.000002869002,0.0001514807,0.001152227,0.00004454594,0.01191931,0.468562,0.01095308,0.3263774,0.1787389,0.001049847],"study_design_scores_gemma":[0.0006275975,0.0001758252,0.000003183643,0.00004007431,0.00004450603,0.00003138186,0.0003134545,0.001197735,0.004826296,0.00006634245,0.9922266,0.000446977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009908058,0.0007805624,0.7190842,0.003998226,0.01257807,0.0003358684,0.0003998655,0.001509696,0.2514054],"genre_scores_gemma":[0.9882966,0.0000791893,0.00008925639,0.004843858,0.0001518097,0.00006485967,0.00001071961,0.00007494963,0.006388749],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9783885,"threshold_uncertainty_score":0.9998481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399515875793637,"score_gpt":0.2392609032347937,"score_spread":0.2152657444768573,"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."}}