{"id":"W2189171634","doi":"10.30955/gnj.000518","title":"An investigation on parameters for modeling THMs formation","year":2013,"lang":"en","type":"article","venue":"Global NEST Journal","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Dissolved organic carbon; Chlorine; Total organic carbon; Natural organic matter; Environmental chemistry; Chemistry; Organic matter; Absorption (acoustics); Carbon fibers; Environmental science; Trihalomethane; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001069064,0.0007934062,0.0004319559,0.0004782371,0.0004211797,0.0009366669,0.0008532087,0.0008419461,0.001023923],"category_scores_gemma":[0.004355667,0.0002730393,0.0005568214,0.000516856,0.0002982151,0.0009565317,0.0003225456,0.0008844538,0.0001698248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00125121,"about_ca_system_score_gemma":0.001338063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03030356,"about_ca_topic_score_gemma":0.02442418,"domain_scores_codex":[0.999721,0.00008213078,0.00001640019,0.00005610664,0.00008541244,0.00003885222],"domain_scores_gemma":[0.9977413,0.001505708,0.0002296835,0.0001205566,0.0003682836,0.00003452579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006487199,0.00007389702,0.009484947,0.00009582192,0.00002996464,0.0000831671,0.00006910929,0.964761,0.006524394,0.001228512,0.0003891148,0.01719526],"study_design_scores_gemma":[0.00000571728,0.00004604163,0.001408887,0.00001281082,0.00002533206,0.00002893371,0.00003522282,0.9930797,0.003860351,0.0005179978,0.0009659295,0.00001297422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6041828,0.00127817,0.3811444,0.0005191158,0.00009330016,0.0002085521,0.000819498,0.001100788,0.01065336],"genre_scores_gemma":[0.9751285,0.0003140308,0.02311002,0.00002802772,0.00000718888,0.00007381553,0.0002623843,0.00006311176,0.001012873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03030356,"threshold_uncertainty_score":0.06025434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02936472743486574,"score_gpt":0.241439268212257,"score_spread":0.2120745407773912,"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."}}