{"id":"W3127103153","doi":"10.1016/s0958-2118(21)00010-0","title":"Membrane-based crystalliser achieves zero liquid discharge without using evaporation","year":2021,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evaporation; Zero (linguistics); Membrane; Materials science; Engineering; Process engineering; Electrical engineering; Physics; Chemistry; 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":[0.0006311265,0.0005090689,0.0005922791,0.0006345051,0.0009269031,0.001466846,0.0008635371,0.001355892,0.003911497],"category_scores_gemma":[0.0008628428,0.0003064221,0.0006403173,0.0004775922,0.0006942701,0.001891784,0.001458805,0.001635822,0.004656058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001126677,"about_ca_system_score_gemma":0.0009009895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583634,"about_ca_topic_score_gemma":0.002007543,"domain_scores_codex":[0.9989893,0.00007095536,0.00005708126,0.0001214574,0.0006329015,0.0001282708],"domain_scores_gemma":[0.9997659,0.000053437,0.00002857567,0.00003603065,0.00009154089,0.0000245276],"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":[0.00009209201,0.00006719851,0.0004049333,0.0002681125,0.00001973049,0.0001366025,0.0000819484,0.0005751915,0.9513665,0.008983782,0.003935655,0.03406822],"study_design_scores_gemma":[0.00001561736,0.00006722817,0.000270944,0.00002068254,0.00001130078,0.0002077834,0.0000238495,0.002167082,0.9673679,0.0005644088,0.02925982,0.00002349381],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2604556,0.007859241,0.5470387,0.003575769,0.001013385,0.0007512515,0.001223766,0.01652438,0.1615579],"genre_scores_gemma":[0.7140707,0.005651307,0.1989157,0.001269311,0.000165581,0.0003087662,0.001248205,0.001384078,0.07698634],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003911497,"threshold_uncertainty_score":0.01308525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985321537716355,"score_gpt":0.2648631488494685,"score_spread":0.2450099334723049,"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."}}