{"id":"W781471729","doi":"","title":"Molecular Dynamics Simulations of Liquid Transport through Nanofiltration Membranes","year":2012,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; McMaster University","keywords":"Nanofiltration; Membrane; Molecular dynamics; Dynamics (music); Transport phenomena; Chemical engineering; Chemistry; Materials science; Engineering; Mechanics; Physics; Computational chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005451081,0.0003986328,0.0004444736,0.0002660959,0.00007244683,0.00001503856,0.0003124177,0.0005175399,0.02120198],"category_scores_gemma":[0.000004913114,0.0005096775,0.0002085279,0.0005772549,0.00003990196,0.0005666406,0.000009821254,0.0002696283,0.00002229001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002482737,"about_ca_system_score_gemma":0.0001019386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006769469,"about_ca_topic_score_gemma":0.0008844319,"domain_scores_codex":[0.9986286,0.0000572451,0.0004306374,0.0002843206,0.0003226991,0.0002765676],"domain_scores_gemma":[0.999154,0.00004221905,0.0001971084,0.0003510236,0.0001698622,0.00008573343],"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":[0.001550971,0.000497989,0.0005029932,0.009346694,0.001406356,0.0001391905,0.01079773,0.3664933,0.5215269,0.0363064,0.0004625339,0.05096885],"study_design_scores_gemma":[0.000986988,0.0001788347,0.0002264807,0.0004284297,0.0006840376,0.000004524525,0.001781614,0.01831558,0.8575893,0.0001647014,0.1183388,0.001300701],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2035988,0.0004998734,0.05211833,0.00001708185,0.0006910029,0.0008282302,0.0003442965,0.0009054735,0.740997],"genre_scores_gemma":[0.9147714,0.0001166678,0.001936151,0.00001685689,0.0000528723,0.000003865692,0.003688514,0.000122534,0.07929116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7111726,"threshold_uncertainty_score":0.9997355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01051360228388001,"score_gpt":0.2176434597244032,"score_spread":0.2071298574405232,"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."}}