{"id":"W4251828221","doi":"10.26434/chemrxiv-2021-3z7sj-v2","title":"Operando Studies of Iodine Species in an Advanced Oxidative Water Treatment Reactor","year":2021,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Advanced oxidation water treatment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan; Canadian Light Source (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; University of Saskatchewan","keywords":"Iodine; Electrochemistry; Iodide; Chemistry; Anode; Inorganic chemistry; Redox; Nuclear chemistry; Photochemistry; Electrode; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000216567,0.0003702272,0.0002584461,0.000203318,0.0001952194,0.0003797562,0.0004479196,0.0003803589,0.001475123],"category_scores_gemma":[0.0003275044,0.0001402181,0.0002148156,0.0001726417,0.0003183527,0.0002560162,0.0002736157,0.0006845995,0.0001910999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002226024,"about_ca_system_score_gemma":0.000103052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005410353,"about_ca_topic_score_gemma":0.0004172286,"domain_scores_codex":[0.9998123,0.00001846266,0.000008011983,0.00003926029,0.00007951842,0.00004247378],"domain_scores_gemma":[0.9998083,0.00007371215,0.00004994492,0.00001620899,0.00003398345,0.00001795609],"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":[0.00006070043,0.00001864641,0.000116193,0.00002253795,0.00000385452,0.00005727784,0.00003359749,0.00006512988,0.9988455,0.00005941952,0.00002537276,0.0006918713],"study_design_scores_gemma":[0.0000149706,0.0003410172,0.001675854,0.000003946329,0.00001047201,0.0000795451,0.00004852757,0.001280687,0.9957136,0.00004711489,0.0007767795,0.000007544625],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996194,0.0003148134,0.002187892,0.00006255831,0.00002021657,0.00001418805,0.0001074356,0.00007298979,0.001025877],"genre_scores_gemma":[0.9954517,0.0002736011,0.002771646,0.00003943142,0.00002138279,0.00001926152,0.0001329971,0.00002440506,0.001265544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001475123,"threshold_uncertainty_score":0.004934788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05329011753664043,"score_gpt":0.309246754092339,"score_spread":0.2559566365556986,"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."}}