{"id":"W3011553155","doi":"10.2166/wqrj.2020.017","title":"Preliminary investigation into the claims of the IBROM system","year":2020,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Water Treatment and Disinfection","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Dissolved organic carbon; Chemistry; Reverse osmosis; Chloramination; Filtration (mathematics); Water treatment; Biofouling; Fouling; Environmental chemistry; Membrane fouling; Trihalomethane; Membrane; Chlorine; Environmental engineering; Chloramine; Environmental science; 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":[0.001906303,0.0003112377,0.000412529,0.0003098244,0.0008779847,0.0009365665,0.0006237178,0.0007712661,0.00121577],"category_scores_gemma":[0.002074943,0.0001956113,0.0003935958,0.0003335423,0.0003650845,0.0006090658,0.0007062676,0.0005759845,0.0003229555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001270032,"about_ca_system_score_gemma":0.0007899262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007410944,"about_ca_topic_score_gemma":0.01484475,"domain_scores_codex":[0.9982885,0.0004114769,0.0001486169,0.0002290765,0.0007065458,0.0002157673],"domain_scores_gemma":[0.998662,0.0002700556,0.0001569992,0.00009191228,0.0007655454,0.00005355524],"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":[0.0008623521,0.0003215886,0.009072348,0.0002657625,0.00002643025,0.0002861643,0.0002915381,0.0007275281,0.9749187,0.0001208408,0.0002618499,0.01284494],"study_design_scores_gemma":[0.00004137193,0.005392126,0.02430789,0.00002441906,0.00008270241,0.0001885902,0.0007482571,0.003151046,0.9613615,0.00005457638,0.004621275,0.00002621234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962277,0.0001248077,0.001646111,0.00009106187,0.000009515978,0.0001718896,0.0001952829,0.00004375526,0.001489885],"genre_scores_gemma":[0.9887002,0.0002715017,0.007385633,0.0001529635,0.000009847041,0.0001217275,0.0004534086,0.00002490701,0.002879818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007410944,"threshold_uncertainty_score":0.01473564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192439411911026,"score_gpt":0.3430592837009362,"score_spread":0.2238153425098337,"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."}}