{"id":"W7019511481","doi":"","title":"Health and safety enhancement of lithium-ion batteries for fast-charging","year":2021,"lang":"en","type":"dissertation","venue":"e-scholar@UOIT (University of Ontario Institute of Technology)","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Permission; License; Personal protective equipment; Legislation; Product (mathematics); Preemption; Safety standards","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002315761,0.0003244334,0.0009482054,0.0008616727,0.000277438,0.00001151471,0.0006775611,0.0006857876,0.00009003535],"category_scores_gemma":[0.0001028307,0.0004372141,0.0001484895,0.0005121863,0.0002687278,0.0005558335,0.0002684551,0.001215532,0.000001989488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008449013,"about_ca_system_score_gemma":0.0005849501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384495,"about_ca_topic_score_gemma":0.01783573,"domain_scores_codex":[0.9984035,0.000004485632,0.0004516282,0.0004553218,0.0002884549,0.000396619],"domain_scores_gemma":[0.9986218,0.000005467328,0.0003948138,0.000601357,0.0003066576,0.00006986172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007681974,0.0002274228,0.0003704843,0.008522858,0.0009926532,0.00004919802,0.00790736,0.0004517458,0.09754012,0.002741477,0.0009351045,0.8794934],"study_design_scores_gemma":[0.001316362,0.0005209068,0.001138303,0.001672651,0.00007756399,0.000009173908,0.008968493,0.00007738249,0.1256863,0.0006228266,0.8594302,0.0004798686],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9910811,0.001824654,0.004112753,0.0002972895,0.0004884356,0.0006849771,0.0001450213,0.0002123514,0.001153487],"genre_scores_gemma":[0.09400225,0.006713264,0.8896635,0.00002345275,0.00002711527,0.00002055284,0.002133818,0.000111854,0.007304179],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8970788,"threshold_uncertainty_score":0.999808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01269451996611273,"score_gpt":0.239597439520545,"score_spread":0.2269029195544322,"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."}}