{"id":"W2963820808","doi":"10.5360/membrane.33.153","title":"Total Solution for Beverage Production Process by a Combination ofCentrifugation, Membrane Filtration and Centrifugal Thin-filmEvaporation","year":2008,"lang":"en","type":"article","venue":"MEMBRANE","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filtration (mathematics); Membrane; Process (computing); Centrifugation; Process engineering; Production (economics); Evaporation; Chromatography; Chemistry; Materials science; Engineering; Pulp and paper industry; Mathematics; Computer science; Physics; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005593979,0.0009980866,0.0007084342,0.0007722526,0.0006789998,0.0006930683,0.0005291316,0.0006128224,0.004380038],"category_scores_gemma":[0.0002189709,0.0002970565,0.0008606899,0.0004563879,0.0002182641,0.0009061719,0.0007859819,0.001006485,0.002825042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004069583,"about_ca_system_score_gemma":0.0007571587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004462934,"about_ca_topic_score_gemma":0.001227268,"domain_scores_codex":[0.9997011,0.00003175993,0.00001851802,0.00008104576,0.0001408849,0.00002677734],"domain_scores_gemma":[0.9998939,0.00001304405,0.00001724178,0.00001684719,0.00003748086,0.00002142535],"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":[0.00003559628,0.00003403443,0.0001017653,0.0001452401,0.00001810319,0.00003076356,0.00001811842,0.00005711818,0.9814832,0.000579651,0.0004710487,0.01702533],"study_design_scores_gemma":[0.00003038576,0.0002065263,0.000457347,0.00001856963,0.00005153519,0.0002230457,0.00001644281,0.001319796,0.9755528,0.0004223688,0.02168628,0.00001492182],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3475003,0.01632314,0.6085593,0.001233754,0.001042799,0.0007217682,0.001528712,0.004139181,0.0189511],"genre_scores_gemma":[0.4331592,0.01030877,0.5098907,0.0005063495,0.0003031176,0.0007331917,0.002923854,0.0006556428,0.04151909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004380038,"threshold_uncertainty_score":0.01465273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219029880261967,"score_gpt":0.2289749007217191,"score_spread":0.2167846019190995,"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."}}