{"id":"W2032836212","doi":"10.1016/j.electacta.2011.03.114","title":"Comprehensive impedance model of cobalt deposition in sulfate solutions accounting for homogeneous reactions and adsorptive effects","year":2011,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Cobalt; Analytical Chemistry (journal); Rotating disk electrode; Sulfate; Inorganic chemistry; Aqueous solution; Electrode; Thermodynamics; Electrochemistry; Physical chemistry; Chromatography; Cyclic voltammetry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005127697,0.0001635624,0.0002680139,0.000076841,0.000154112,0.00001204695,0.0001417221,0.0001110452,0.00000805599],"category_scores_gemma":[0.00004464186,0.0001706134,0.000105321,0.0002153264,0.00006990446,0.0001145966,0.00004181136,0.0002076997,0.000001071335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000074269,"about_ca_system_score_gemma":0.00004786545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005527935,"about_ca_topic_score_gemma":0.00008137197,"domain_scores_codex":[0.9988709,0.0000120172,0.0003185186,0.0003300214,0.00009259918,0.0003759149],"domain_scores_gemma":[0.999217,0.0001977347,0.0001955872,0.0002125791,0.0001164647,0.00006062374],"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":[0.00007291869,0.0001560864,0.0001016686,0.0001132966,0.00006139273,2.289313e-7,0.0001512502,0.00003010039,0.9975771,0.001338374,0.00003428873,0.0003632341],"study_design_scores_gemma":[0.0004028734,0.00004417169,0.0001564976,0.0000531881,0.0001085176,0.00001110314,0.00003494429,0.04924085,0.9435381,0.006203019,0.00003486059,0.0001719032],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890657,0.0002636394,0.009385214,0.00007157951,0.000005000398,0.0001954992,0.00003269247,0.00004386717,0.0009367728],"genre_scores_gemma":[0.9951939,0.0002229295,0.004129282,0.00003925589,0.00003007528,0.0002268095,0.0000637897,0.00002037067,0.00007361604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05403909,"threshold_uncertainty_score":0.6957414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280756342942062,"score_gpt":0.2320718758791219,"score_spread":0.2092643124497013,"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."}}