{"id":"W4285397403","doi":"10.1149/ma2022-01126mtgabs","title":"Failure Analysis of Nickel-Coated Anodes in Zinc-Air Hybrid Flow Batteries","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advanced battery technologies research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ZincNyx Energy Solutions (Canada); University of Alberta","funders":"","keywords":"Materials science; Zincate; Anode; Coating; Electrolyte; Zinc; Nickel; Chemical engineering; Metallurgy; Electrode; Composite material; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004329385,0.0001849558,0.000390398,0.0008794135,0.0001218454,0.00002445962,0.0004481961,0.00005654722,0.0001779649],"category_scores_gemma":[0.0002928045,0.00021277,0.00009509138,0.001622444,0.00009743807,0.0001387871,0.0002797023,0.0005948648,0.00001132725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000203083,"about_ca_system_score_gemma":0.00002614266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001068714,"about_ca_topic_score_gemma":0.0001748971,"domain_scores_codex":[0.9983349,0.0000542932,0.0004809994,0.00027631,0.0003933345,0.0004601763],"domain_scores_gemma":[0.9991495,0.0002354383,0.00009470786,0.0004327438,0.00004296876,0.00004462865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009618021,0.0000301641,0.006949943,0.00004596237,0.0001536032,0.00007221421,0.0001441819,0.8854499,0.1059086,9.913858e-7,0.000539169,0.0006957188],"study_design_scores_gemma":[0.0004694101,0.00007946596,0.05288209,0.00006873023,0.0001123909,0.00001571629,0.001729793,0.2044626,0.7335028,0.0001459866,0.005976329,0.0005546322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956173,0.0001583685,0.00005806664,0.0002283559,0.00009079985,0.0001209447,0.00009319242,0.0004717806,0.003161223],"genre_scores_gemma":[0.9970717,0.0000159726,0.002648642,0.00001997496,0.00001261514,0.00005078183,0.00007719509,0.00004045601,0.0000626425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6809872,"threshold_uncertainty_score":0.8676509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251853831590829,"score_gpt":0.2448820139195632,"score_spread":0.2323634756036549,"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."}}