{"id":"W4390176094","doi":"10.3390/membranes14010005","title":"A Review of Temperature Effects on Membrane Filtration","year":2023,"lang":"en","type":"review","venue":"Membranes","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thunder Bay Regional Health Sciences Centre; Lakehead University","funders":"","keywords":"Membrane; Membrane fouling; Filtration (mathematics); Fouling; Wastewater; Materials science; Environmental science; Chemistry; Environmental engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005797363,0.0005735328,0.002025746,0.0001945549,0.00008720831,0.00002563221,0.0007697493,0.0005061125,0.001277263],"category_scores_gemma":[0.0008369884,0.0004184924,0.0005191686,0.001408867,0.000154747,0.0001325006,0.0001838999,0.0004930326,0.004187383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142227,"about_ca_system_score_gemma":0.00005095733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002093985,"about_ca_topic_score_gemma":0.00001279259,"domain_scores_codex":[0.9971656,0.000320309,0.0009094822,0.0006851647,0.0005988881,0.000320619],"domain_scores_gemma":[0.9975982,0.0006756489,0.0006181179,0.00102121,0.00001653313,0.0000702668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000331076,0.00003794259,2.922069e-7,0.5634161,0.00006327045,0.00001824892,0.00001546879,0.000009035813,0.0003009458,0.00008603272,0.01882554,0.4172238],"study_design_scores_gemma":[0.00008211541,0.0000888405,0.00000127824,0.1674494,0.0003089433,0.00001760845,0.000002618563,0.000001944926,0.003756784,0.00003187785,0.8279138,0.0003447433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001416495,0.9928603,8.332383e-7,0.0001324385,0.0003197727,0.002032244,0.00003955308,0.000425967,0.004174691],"genre_scores_gemma":[0.000002897565,0.9962814,0.00006682022,0.0003924249,0.00008392023,0.0004268091,0.0002152837,0.00008350147,0.002446883],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8090883,"threshold_uncertainty_score":0.9998267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03458575076113254,"score_gpt":0.3155511916532967,"score_spread":0.2809654408921641,"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."}}