{"id":"W1987666509","doi":"10.1111/j.1492-7535.2005.1121t.x","title":"Full fit sanitary membranes","year":2005,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Reverse osmosis; Cleaning agent; Contamination; Waste management; Environmental science; Environmental engineering; Pulp and paper industry; Engineering; Chemistry","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":[0.0006777698,0.0004783052,0.0004422981,0.0008393328,0.0005365087,0.00113017,0.0007499795,0.001240717,0.01335627],"category_scores_gemma":[0.001690881,0.000321857,0.0006334945,0.0005792875,0.0003182871,0.00123,0.0007629407,0.0006460878,0.005264317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003174821,"about_ca_system_score_gemma":0.000457983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004220618,"about_ca_topic_score_gemma":0.0004461525,"domain_scores_codex":[0.9990271,0.0001285428,0.00009193659,0.0001586403,0.0005150798,0.00007863349],"domain_scores_gemma":[0.9986967,0.0002056143,0.0003166592,0.0002315542,0.0004488855,0.0001005459],"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":[0.0005774082,0.0001905229,0.003444993,0.001116588,0.00008535082,0.0007907905,0.0002468453,0.0008701318,0.7226996,0.004576245,0.01689736,0.2485042],"study_design_scores_gemma":[0.00009559745,0.00153617,0.0142716,0.0002560063,0.0001670703,0.01097938,0.0003072231,0.003767974,0.6205425,0.00205973,0.3458785,0.0001383505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6006242,0.02775265,0.25373,0.003162662,0.001667861,0.0007969959,0.005088166,0.01204844,0.09512894],"genre_scores_gemma":[0.7793351,0.008618319,0.1247932,0.001350223,0.0002137577,0.000366865,0.003818896,0.0007375643,0.08076597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01335627,"threshold_uncertainty_score":0.04468119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773735953717616,"score_gpt":0.2568728784811865,"score_spread":0.2391355189440104,"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."}}