{"id":"W7067312275","doi":"","title":"Learning-Accelerated Exact Mixed-Integer Second-Order Cone Programming for Unit Commitment","year":2023,"lang":"fr","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Geotechnical and Geomechanical Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Institut de Valorisation des Données","keywords":"Graph; Independent set; Skill mix","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.001667793,0.00124419,0.001476563,0.0005093293,0.0003701476,0.001371181,0.001480474,0.001522554,0.005127255],"category_scores_gemma":[0.005036998,0.0006881321,0.0008562608,0.0007795209,0.0008805752,0.0009514794,0.00111709,0.002640497,0.0006221514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001135331,"about_ca_system_score_gemma":0.00204187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01503218,"about_ca_topic_score_gemma":0.01326811,"domain_scores_codex":[0.9994454,0.0002124864,0.00002056681,0.00008337117,0.0001434742,0.00009464019],"domain_scores_gemma":[0.9971437,0.002061953,0.0001540405,0.0001061292,0.0003958041,0.0001382854],"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":[0.00003535005,0.00002470311,0.0001731176,0.00005104885,0.00001179953,0.00002079613,0.00001581,0.9848919,0.0001877328,0.003781932,0.0006397841,0.0101661],"study_design_scores_gemma":[0.000002375158,0.000005828261,0.00001352755,0.000002997232,7.723779e-7,0.000001344098,0.00000184658,0.9991475,0.00002780521,0.0007192647,0.00007573428,9.025381e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02328169,0.0007136965,0.968117,0.000595326,0.0001385806,0.00008192281,0.000165212,0.0005477338,0.006358876],"genre_scores_gemma":[0.6890134,0.000587518,0.2949721,0.0004890854,0.000148781,0.0004126155,0.0005126579,0.0004117271,0.01345211],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01503218,"threshold_uncertainty_score":0.02988935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01469339521499297,"score_gpt":0.2260153779533744,"score_spread":0.2113219827383814,"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."}}