{"id":"W2791375967","doi":"10.1149/08513.0769ecst","title":"Current Distribution Investigation and Structure Optimization of Zn-Air Batteries","year":2018,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Advanced battery technologies research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"China Scholarship Council","keywords":"Multiphysics; Battery (electricity); Electrolyte; Materials science; Current (fluid); Electrochemistry; Electrode; Computer science; Finite element method; Electrical engineering; Engineering; Chemistry; Thermodynamics; Structural engineering; Physics; 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":[0.0001847342,0.0002855286,0.0003416043,0.0003377152,0.0002709432,0.0004306492,0.0007023019,0.0003726734,0.0008421607],"category_scores_gemma":[0.0003451362,0.0002329601,0.0002461861,0.0003047033,0.000184897,0.0004292891,0.0003094336,0.0002200763,0.0002497799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007945392,"about_ca_system_score_gemma":0.0004294264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273313,"about_ca_topic_score_gemma":0.003301144,"domain_scores_codex":[0.9999249,0.00000462885,0.000003656062,0.00001771356,0.00003786797,0.00001115847],"domain_scores_gemma":[0.9999259,0.00001711549,0.000009806652,0.0000075003,0.00003503975,0.000004681918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003784655,0.0001609996,0.003950014,0.0005113602,0.00002491752,0.0004132407,0.0003238591,0.1926508,0.7648526,0.006376957,0.0006254656,0.02973123],"study_design_scores_gemma":[0.00005007927,0.0002560079,0.002072489,0.00002188162,0.00002777434,0.0001946495,0.0001339737,0.3714505,0.6165734,0.001223139,0.00797613,0.00002001777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.947063,0.0008074684,0.0435994,0.0001690541,0.00002152274,0.00005897908,0.0004682349,0.0002705681,0.007541598],"genre_scores_gemma":[0.9845335,0.000307485,0.01331234,0.00001080078,0.000002900094,0.00003609771,0.0001405644,0.00003297642,0.001623287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002273313,"threshold_uncertainty_score":0.005764842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01246333673586146,"score_gpt":0.2497411793796984,"score_spread":0.237277842643837,"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."}}