{"id":"W2043734636","doi":"10.1100/tsw.2001.13","title":"First Derivative UV Spectra of Surface Water as a Monitor of Chlorination in Drinking Water Treatment","year":2001,"lang":"en","type":"article","venue":"The Scientific World JOURNAL","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Chlorine; Water treatment; Environmental chemistry; Surface water; Derivative (finance); Spectral line; Chemistry; Potable water; Environmental science; Environmental engineering; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00140656,0.0001149859,0.0001841399,0.0001425008,0.0003450357,0.0001006671,0.0002987473,0.00001924049,0.0009384225],"category_scores_gemma":[0.00000907644,0.00005523061,0.0001107639,0.0004623762,0.000292685,0.0002660388,0.00009208272,0.0001228657,0.0001248956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605683,"about_ca_system_score_gemma":0.000006803096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008265089,"about_ca_topic_score_gemma":0.0002391409,"domain_scores_codex":[0.9984595,0.0001223648,0.0003957697,0.0001978712,0.000505866,0.0003186867],"domain_scores_gemma":[0.9995234,0.00003762027,0.0001171593,0.0002416912,0.00002613068,0.00005400544],"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":[0.00007970187,0.0004006714,0.1442208,0.000008320106,0.00007469733,0.00003025452,0.02470653,0.04017331,0.7888009,0.00003005335,0.00009491222,0.001379853],"study_design_scores_gemma":[0.0003223492,0.00005452099,0.02003176,0.00004868369,0.00002780638,0.00001772644,0.0005474841,0.0003238177,0.9754233,0.001342248,0.001768336,0.00009194927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973056,0.00001769443,0.00004089246,0.001599379,0.0003870179,0.00008145975,9.243629e-7,0.000005850609,0.0005611386],"genre_scores_gemma":[0.9892793,0.00001856056,0.0001851414,0.000004073796,0.00007753105,0.000001907382,0.000002098712,0.000006629591,0.01042482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1866224,"threshold_uncertainty_score":0.9999748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343686302711144,"score_gpt":0.2561869673859674,"score_spread":0.232750104358856,"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."}}