{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009205446,0.00007284993,0.00004802275,0.00001410604,0.0001921522,0.0001555916,0.00005973036,0.0000334951,0.0001008261],"category_scores_gemma":[0.000007443954,0.00005526749,0.00003851939,0.00006215687,0.00001854211,0.001241903,0.000007366022,0.00003906787,0.000302973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002318275,"about_ca_system_score_gemma":0.000004004478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002668976,"about_ca_topic_score_gemma":0.00002592723,"domain_scores_codex":[0.9994723,0.00002479818,0.0001277989,0.00009049138,0.000139753,0.0001448917],"domain_scores_gemma":[0.9997439,0.000005677613,0.00005833004,0.00006423471,0.00001159961,0.0001162166],"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":[0.00008198237,0.0002195587,0.2020503,0.000007239914,0.00001752598,0.000002602825,0.0006130632,0.7081609,0.005137272,0.0003789991,0.005702968,0.07762758],"study_design_scores_gemma":[0.00109777,0.0007693014,0.06874277,0.00002366874,0.00003109655,0.0001374802,0.000226301,0.8432147,0.002051375,0.08333857,0.0001364591,0.0002305329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728696,0.000002613893,0.02572111,0.0002959547,0.0001509897,0.0001852167,0.000001947438,0.00002249142,0.0007501001],"genre_scores_gemma":[0.995274,0.000002612184,0.004386148,0.0002295743,0.00005759506,0.00001570118,0.00001707778,0.000003419998,0.00001384248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1350538,"threshold_uncertainty_score":0.3894206,"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."}}