{"id":"W2071230729","doi":"10.1111/j.1542-4758.2011.00590.x","title":"Chloramine reduction by reverse osmosis membranes","year":2011,"lang":"en","type":"letter","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Newcastle upon tyne; Newcastle disease; Medicine; Operations research; Engineering; Art; Art history; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008428266,0.0005855815,0.0007313246,0.0004720265,0.002229869,0.00170931,0.000854042,0.03535821,0.004107063],"category_scores_gemma":[0.0104987,0.000481044,0.001246666,0.0004274945,0.001260752,0.001538976,0.0007546239,0.01749908,0.002577777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003777467,"about_ca_system_score_gemma":0.002006425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003990125,"about_ca_topic_score_gemma":0.009687662,"domain_scores_codex":[0.9990453,0.0002664438,0.0001739495,0.0001033552,0.000244628,0.0001662288],"domain_scores_gemma":[0.9977257,0.001406395,0.0002645017,0.00008121745,0.0002596892,0.0002625963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003151947,0.0001888212,0.003406298,0.0001988865,0.00007014938,0.09919181,0.000377478,0.0003351606,0.001295999,0.008564482,0.8524843,0.03357144],"study_design_scores_gemma":[0.0006268548,0.0003410986,0.004692246,0.0004689244,0.0001530336,0.08139317,0.0005748797,0.001986435,0.002361913,0.01311021,0.8942052,0.00008614737],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004410199,0.00175428,0.0003098634,0.9672233,0.01287233,0.00002701635,0.00005232702,0.00004202309,0.01330862],"genre_scores_gemma":[0.04160937,0.003063786,0.0008869895,0.8769515,0.05178348,0.00006277493,0.00005774688,0.00003334893,0.0255509],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03535821,"threshold_uncertainty_score":0.02740765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01911556494918562,"score_gpt":0.2508068600111394,"score_spread":0.2316912950619538,"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."}}