{"id":"W4320017885","doi":"10.1088/1742-6596/2436/1/012013","title":"Effect of pressure and cross-flow velocity on membrane behaviour in red wine nanofiltration","year":2023,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nanofiltration; Fouling; Membrane; Membrane fouling; Winemaking; Chemistry; Wine; Permeation; Chromatography; Membrane technology; Cross-flow filtration; Chemical engineering; Food science; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004210028,0.000109128,0.0002610534,0.00004261135,0.00004306906,0.00003264325,0.0001703671,0.00006888666,0.0001298879],"category_scores_gemma":[0.0001597928,0.00008773149,0.00003883266,0.0002873595,0.0002302163,0.0005358225,0.00006640665,0.0001644606,0.000008244652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001291743,"about_ca_system_score_gemma":0.0000161499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001250483,"about_ca_topic_score_gemma":0.000006919252,"domain_scores_codex":[0.9990746,0.00008655282,0.0003007017,0.0001235601,0.0002975576,0.0001170314],"domain_scores_gemma":[0.9994389,0.00008506585,0.0002893344,0.0001174038,0.00003434113,0.00003495314],"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":[0.001053578,0.0001110052,0.07930599,0.0002283874,0.00004750374,0.00003735141,0.002151534,0.03049135,0.7908977,0.0009126284,0.0003844822,0.09437845],"study_design_scores_gemma":[0.0004844595,0.0009173731,0.1083572,0.00004175337,0.00001859898,0.000005606274,0.00005488399,0.001169757,0.8879479,0.0008884558,0.00003789301,0.00007612474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989674,0.00001112537,0.0001215404,0.0004329454,0.00005205362,0.0001180568,0.000008510805,0.00002302508,0.0002653471],"genre_scores_gemma":[0.9995298,0.00005591026,0.0002646012,0.00001188403,0.00002730623,0.000003384223,0.000003274654,0.00000610311,0.00009777836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09705012,"threshold_uncertainty_score":0.3577586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01451955356555618,"score_gpt":0.2748786525324891,"score_spread":0.2603590989669329,"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."}}