{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004585547,0.0003395013,0.0006126045,0.0007497514,0.00033432,0.0004985188,0.0009355583,0.0006514293,0.0009263782],"category_scores_gemma":[0.0008134123,0.0002225411,0.0002781413,0.0004710338,0.0003575863,0.0004603305,0.000286265,0.0002452156,0.0003155897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004464218,"about_ca_system_score_gemma":0.000156816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002010091,"about_ca_topic_score_gemma":0.002929867,"domain_scores_codex":[0.9995968,0.0000238073,0.00002687964,0.00006267233,0.0002436854,0.00004619476],"domain_scores_gemma":[0.9992951,0.0001298919,0.0001171493,0.00007779667,0.0003355917,0.00004446409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001166068,0.0001649459,0.01976369,0.0008155807,0.00009911086,0.002477377,0.000834748,0.01874283,0.9266262,0.0003076562,0.0005618312,0.02843994],"study_design_scores_gemma":[0.00001867797,0.00137832,0.04214814,0.00006233121,0.00007963179,0.0005564539,0.0005815096,0.07780185,0.874526,0.0001716951,0.002627168,0.00004818695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996605,0.00057699,0.001901525,0.00002731687,0.00002092983,0.00001944,0.0002064115,0.00009810622,0.0005441862],"genre_scores_gemma":[0.9981838,0.0001824633,0.0006108572,0.000008581078,0.000002631035,0.00001102644,0.0001061866,0.00001006826,0.0008843556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002010091,"threshold_uncertainty_score":0.003996789,"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."}}