{"id":"W2765125121","doi":"10.1039/c7nj03193a","title":"Tailored PVDF nanocomposite membranes using exfoliated MoS<sub>2</sub> nanosheets for improved permeation and antifouling performance","year":2017,"lang":"en","type":"article","venue":"New Journal of Chemistry","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Molybdenum disulfide; Chemistry; Nanocomposite; Biofouling; Permeation; Membrane; Chemical engineering; Molybdenum; Polymer chemistry; Nanotechnology; Inorganic chemistry; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.0002179461,0.0001522912,0.0002242423,0.00002500575,0.0004197772,0.0001448578,0.0003677965,0.0001392924,0.00004234708],"category_scores_gemma":[0.0001643391,0.000138844,0.00006837631,0.00004059446,0.00017531,0.0007030414,0.0001108171,0.0001580668,0.00000274038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008991986,"about_ca_system_score_gemma":0.00004461201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001133371,"about_ca_topic_score_gemma":0.000002439412,"domain_scores_codex":[0.9990486,0.000007842979,0.000358583,0.0001883591,0.0001917082,0.0002049084],"domain_scores_gemma":[0.9988285,0.00002610423,0.0007365113,0.0002633948,0.00004549588,0.0001000451],"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":[0.00008901505,0.00001461796,0.002531069,0.00006791176,0.00001547867,0.000002210206,0.00007443748,0.001096768,0.9866766,2.507244e-7,0.0001033962,0.009328265],"study_design_scores_gemma":[0.0009571865,0.00004191323,0.003705946,0.00008672837,0.000035715,0.0001209401,0.00003442846,0.02308211,0.9714878,0.000066476,0.0002314875,0.0001493183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982013,0.0001037671,0.000885747,0.0002639268,0.0001012027,0.0001316346,0.000002309465,0.00002365866,0.0002865023],"genre_scores_gemma":[0.9957324,0.0002275643,0.003763179,0.00002561182,0.0001064014,0.000001759536,0.000002692167,0.00001489912,0.0001255087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02198534,"threshold_uncertainty_score":0.5661892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725825674268229,"score_gpt":0.2500447521197249,"score_spread":0.2327864953770426,"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."}}