{"id":"W2078441334","doi":"10.1039/c5ra00594a","title":"Corrosion chemistry and protection of zinc & zinc alloys by polymer-containing materials for potential use in rechargeable aqueous batteries","year":2015,"lang":"en","type":"article","venue":"RSC Advances","topic":"Advanced battery technologies research","field":"Engineering","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo","funders":"","keywords":"Zinc; Aqueous solution; Corrosion; Polymer; Chemistry; Inorganic chemistry; Polymer chemistry; Materials science; Organic 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":[0.0002312316,0.0001644198,0.0002689029,0.00006059397,0.00004326864,0.00004097269,0.0001305707,0.0001167389,0.00001953939],"category_scores_gemma":[0.0002407161,0.0001661586,0.00001730721,0.0001255465,0.00008045252,0.0005724399,0.00008537243,0.00013171,0.000001817989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001181015,"about_ca_system_score_gemma":0.00001657916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007304012,"about_ca_topic_score_gemma":0.00005619696,"domain_scores_codex":[0.9989473,0.00002374626,0.0002904212,0.0002467337,0.0001893095,0.0003025439],"domain_scores_gemma":[0.9995441,0.00005277357,0.00007388926,0.0002078492,0.00007323096,0.00004814636],"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":[0.000239463,0.00003100195,0.000519509,0.0001910046,0.000005970914,0.000003207503,0.00008967971,0.001298689,0.9899138,0.000002614767,0.0001485758,0.007556452],"study_design_scores_gemma":[0.0007776764,0.0001897341,0.00004479973,0.00007402086,0.000005036777,0.00001562251,0.0004379591,0.0008904721,0.992182,0.0003483567,0.004834707,0.0001995736],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9598464,0.001416006,0.03758412,0.00005371819,0.0001609769,0.0006044711,0.00007693705,0.0002289151,0.00002841707],"genre_scores_gemma":[0.9954589,0.0002504073,0.003675422,0.000005985119,0.00003158445,0.0002623746,0.00002665885,0.00003786636,0.0002508029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03561246,"threshold_uncertainty_score":0.6775752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02845816872766602,"score_gpt":0.2707766624779736,"score_spread":0.2423184937503075,"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."}}