{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003783458,0.0003095162,0.000207582,0.0002944239,0.000291204,0.000905771,0.0003572982,0.000445967,0.007867114],"category_scores_gemma":[0.0005095141,0.00008353125,0.0002809501,0.0001574594,0.0003019178,0.000630546,0.000453587,0.0003226364,0.001582763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006829174,"about_ca_system_score_gemma":0.0006167003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007642002,"about_ca_topic_score_gemma":0.001110042,"domain_scores_codex":[0.999833,0.0000224284,0.0000050872,0.00001882809,0.00009725393,0.00002332786],"domain_scores_gemma":[0.9998094,0.00004223764,0.00001623056,0.00001450173,0.00010565,0.00001206312],"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":[0.001537326,0.0004279618,0.002568241,0.002049651,0.00005098068,0.0004616162,0.0013957,0.01763865,0.3891186,0.031519,0.01881759,0.5344147],"study_design_scores_gemma":[0.0001981828,0.005031758,0.01235353,0.0007291596,0.0001965039,0.001003189,0.001515118,0.04156375,0.706863,0.03107077,0.1993776,0.0000975228],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5783329,0.03825577,0.1097443,0.005338706,0.001586522,0.0006260106,0.001030761,0.001101915,0.2639831],"genre_scores_gemma":[0.8948933,0.007315362,0.005722416,0.0004254392,0.000110102,0.00007175276,0.0003104605,0.0000650495,0.09108613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007867114,"threshold_uncertainty_score":0.02631819,"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."}}