{"id":"W4286452465","doi":"10.1002/batt.202100420","title":"Ethylene Glycol as an Antifreeze Additive and Corrosion Inhibitor for Aqueous Zinc‐Ion Batteries","year":2022,"lang":"en","type":"article","venue":"Batteries & Supercaps","topic":"Advanced battery technologies research","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ethylene glycol; Antifreeze; Aqueous solution; Electrolyte; Zinc; Corrosion; Materials science; Inorganic chemistry; Precipitation; Ethylene; Ion; Chemical engineering; Chemistry; Metallurgy; Organic chemistry; Electrode; Catalysis","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":[0.00008049671,0.0003708226,0.0001039175,0.0001422226,0.0000712879,0.0001577968,0.0002031054,0.000166057,0.0004432166],"category_scores_gemma":[0.00007515784,0.0001109007,0.0001111235,0.00009870114,0.0001209712,0.0002003696,0.0001540265,0.000199808,0.0001879603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150444,"about_ca_system_score_gemma":0.0001199419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005266877,"about_ca_topic_score_gemma":0.0007321719,"domain_scores_codex":[0.9999464,0.000008047487,0.000004623012,0.00001112733,0.00001905646,0.00001078991],"domain_scores_gemma":[0.9999638,0.000006158514,0.00001559209,0.000002701223,0.000006291778,0.000005429016],"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":[0.000043288,0.00001620833,0.00007816029,0.0000553635,0.000003393791,0.00004887574,0.00001042485,0.0002159273,0.9969302,0.0002682416,0.00006473353,0.002265197],"study_design_scores_gemma":[0.000004718204,0.00005696669,0.0001699148,0.000002683096,0.000005991672,0.0000382685,0.000003535029,0.0009265554,0.9971372,0.00001363963,0.00163796,0.000002534608],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724331,0.00296191,0.02024237,0.0001981757,0.0000751352,0.00004508565,0.00009900307,0.0002293351,0.003715892],"genre_scores_gemma":[0.9881836,0.001436071,0.007598232,0.0000401797,0.00001181924,0.00001650587,0.00007073848,0.00001986355,0.002623121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005266877,"threshold_uncertainty_score":0.001482725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359077763616685,"score_gpt":0.2570446297382074,"score_spread":0.2434538521020406,"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."}}