{"id":"W2962571744","doi":"10.1016/j.jestch.2019.07.005","title":"Blind and task-ware multi-cell battery management system","year":2019,"lang":"en","type":"article","venue":"Engineering Science and Technology an International Journal","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Task (project management); Battery (electricity); Task management; Computer science; Engineering; Systems 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003931037,0.0003809709,0.0005128786,0.0004134633,0.0006842428,0.0007938683,0.001003525,0.0005140631,0.002012482],"category_scores_gemma":[0.001040816,0.0001912877,0.0003293922,0.0003941807,0.0002724261,0.001273438,0.0007341981,0.0003981188,0.0005339269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006316274,"about_ca_system_score_gemma":0.001043287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00238025,"about_ca_topic_score_gemma":0.003546729,"domain_scores_codex":[0.9996767,0.00004576817,0.00002617424,0.00007767674,0.0001315259,0.00004203586],"domain_scores_gemma":[0.9995648,0.00006032571,0.00006364171,0.00009323962,0.000169121,0.00004893392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001022781,0.0004645698,0.003653042,0.0003576054,0.00008949672,0.0002980594,0.0002977911,0.3648298,0.1270505,0.01101265,0.00737344,0.4835503],"study_design_scores_gemma":[0.00004237367,0.0003027396,0.0009451536,0.00001246226,0.00002501823,0.0001603308,0.0000435956,0.9666299,0.02296839,0.003393944,0.005441225,0.00003473328],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1157531,0.0006943441,0.8725742,0.0002759541,0.0001872213,0.0001620495,0.0001268367,0.002347307,0.007879066],"genre_scores_gemma":[0.9266087,0.0001811414,0.06617182,0.0001323304,0.00003747359,0.00009861928,0.00009857659,0.00005770235,0.006613696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00238025,"threshold_uncertainty_score":0.006732464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008075683466231791,"score_gpt":0.2507717940971946,"score_spread":0.2426961106309628,"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."}}