{"id":"W2104391604","doi":"10.1002/elan.201000641","title":"Determination of Chemical Oxygen Demand Based on Novel Photoelectro‐bifunctional Electrodes","year":2011,"lang":"en","type":"article","venue":"Electroanalysis","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Bifunctional; Chemical oxygen demand; Electrocatalyst; Electrode; Anode; Detection limit; Oxygen; Chemistry; Electrochemistry; Nuclear chemistry; Clark electrode; Materials science; Inorganic chemistry; Wastewater; Chromatography; Catalysis; Organic chemistry; Physical 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004119324,0.0001868804,0.0002895909,0.0001778305,0.00008036834,0.00001419442,0.0002495366,0.00008161116,0.001390652],"category_scores_gemma":[0.00005994259,0.0001666029,0.0002821785,0.0008324877,0.00008971303,0.0001017074,0.00003068408,0.0001521066,0.00006761315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001945432,"about_ca_system_score_gemma":0.00001841997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005301695,"about_ca_topic_score_gemma":0.00001289921,"domain_scores_codex":[0.998259,0.00007699677,0.0003376776,0.0004169146,0.0005467474,0.0003626391],"domain_scores_gemma":[0.9993265,0.00006189091,0.0001669526,0.0003263358,0.00002919357,0.00008909898],"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":[0.0001056993,0.0003867206,0.01361365,0.000005221465,0.0001062936,9.826582e-7,0.0001098226,0.0004059775,0.9834937,0.00003993525,0.00007932128,0.001652674],"study_design_scores_gemma":[0.000253599,0.0001938322,0.006981587,0.000005229633,0.0002914082,0.000001747016,0.000007957824,0.03393331,0.9576627,0.0004018494,0.00007628596,0.0001904955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9401735,0.00001501934,0.05653072,0.00008754011,0.0000212951,0.00007489515,0.000004442118,0.00005098644,0.003041612],"genre_scores_gemma":[0.9933339,0.000002282357,0.006147732,0.00006880429,0.00005091037,0.00002042475,0.00002625321,0.00001575478,0.0003339398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05316041,"threshold_uncertainty_score":0.9995222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902523009829981,"score_gpt":0.2223660653876227,"score_spread":0.2033408352893229,"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."}}