{"id":"W2913786084","doi":"10.1145/3308897.3308935","title":"Highlight Talk on Battery Modeling","year":2019,"lang":"en","type":"article","venue":"ACM SIGMETRICS Performance Evaluation Review","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Suite; Battery (electricity); Computer science; Simple (philosophy); Energy (signal processing); Mathematics; Power (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002548748,0.00139735,0.0009550697,0.001655938,0.001170373,0.004477168,0.002848285,0.00350048,0.04766089],"category_scores_gemma":[0.008332642,0.0006899704,0.001345049,0.002097579,0.001038053,0.01082566,0.002092694,0.004359736,0.03180855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890731,"about_ca_system_score_gemma":0.001077553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758759,"about_ca_topic_score_gemma":0.001338952,"domain_scores_codex":[0.9982955,0.0003445119,0.00009238817,0.0002922602,0.0008340238,0.0001414558],"domain_scores_gemma":[0.9970187,0.001419873,0.0001309402,0.0003258589,0.0009102746,0.0001943567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001132645,0.00005800197,0.0004444615,0.001010072,0.00006076642,0.0002758431,0.0001802826,0.009672696,0.00172504,0.120308,0.6835934,0.1825583],"study_design_scores_gemma":[0.000008045052,0.00006270983,0.0001600553,0.0005438016,0.00003172962,0.0004237816,0.0000876831,0.004687809,0.0011155,0.04572256,0.9471171,0.00003911227],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.004485421,0.2009102,0.3591402,0.1274291,0.0864784,0.0003086929,0.00257209,0.004699016,0.2139769],"genre_scores_gemma":[0.09633905,0.2549768,0.08053,0.05146264,0.06574199,0.0006352165,0.004308817,0.0039089,0.4420966],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04766089,"threshold_uncertainty_score":0.1594415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611839818706833,"score_gpt":0.3283395427753586,"score_spread":0.2622211445882903,"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."}}