{"id":"W1620926642","doi":"10.6000/2369-3355.2014.01.01.1","title":"Bacterial Anti-Adhesion of Coated and Uncoated Thin-Film-Composite (TFC) Polyamide (PA) Membranes","year":2014,"lang":"en","type":"article","venue":"Journal of Coating Science and Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Teknologian Tutkimuskeskus VTT; Tekes","keywords":"Membrane; Polyamide; Polyvinyl alcohol; Thin-film composite membrane; Adhesion; Materials science; Chemical engineering; Surface roughness; Contact angle; Reverse osmosis; Surface energy; Coating; Polymer chemistry; Composite material; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002623081,0.0004657118,0.0003979105,0.0002474119,0.0001442284,0.0003706676,0.0002374172,0.0005058306,0.0005125924],"category_scores_gemma":[0.0006546582,0.000215371,0.0004142539,0.0001674031,0.0001439018,0.0003349127,0.0001930671,0.0003633886,0.0001987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000171929,"about_ca_system_score_gemma":0.0001313668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005621502,"about_ca_topic_score_gemma":0.0007290005,"domain_scores_codex":[0.9995658,0.0000648809,0.00003814333,0.00008429983,0.0001698617,0.00007703395],"domain_scores_gemma":[0.999575,0.0001211513,0.00009423275,0.00002998344,0.0001382582,0.0000414135],"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":[0.00004223784,0.00001046613,0.00009229076,0.00004542994,0.000006216448,0.00001552975,0.000005842671,0.00002956868,0.9990954,0.000005525497,0.000006570294,0.0006449127],"study_design_scores_gemma":[0.000003139665,0.0003187506,0.002551877,0.000005453821,0.00002085458,0.00008198778,0.0000165416,0.000367822,0.9963276,0.000003334595,0.0002974643,0.000005243984],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967453,0.001388995,0.001340512,0.00002414706,0.00003550969,0.00001339648,0.00004469511,0.00002114758,0.0003861606],"genre_scores_gemma":[0.993108,0.001203091,0.004625905,0.0000441231,0.0000200885,0.00002160331,0.0001311414,0.00001189599,0.0008340104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005621502,"threshold_uncertainty_score":0.001714826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00841669820368417,"score_gpt":0.2343700096971464,"score_spread":0.2259533114934623,"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."}}