{"id":"W3111475836","doi":"10.1039/d0sm01039a","title":"Lubrication dynamics of swollen silicones to limit long term fouling and microbial biofilms","year":2020,"lang":"en","type":"article","venue":"Soft Matter","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Public Health","funders":"Grand Challenges Canada; Ontario Centres of Excellence","keywords":"Syneresis; Biofilm; Adhesion; Fouling; Lubrication; Biofouling; Materials science; Chemistry; Chemical engineering; Polymer science; Composite material; Membrane; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001513428,0.000173772,0.0000994641,0.0001101407,0.00009778568,0.0001806491,0.0001235336,0.000144276,0.00121248],"category_scores_gemma":[0.000336279,0.00008368009,0.0001141552,0.0001068161,0.0001366401,0.0002757078,0.0001379338,0.0001683106,0.0001350716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001630388,"about_ca_system_score_gemma":0.000132418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005261277,"about_ca_topic_score_gemma":0.0007889535,"domain_scores_codex":[0.9999239,0.00001058858,0.000006019888,0.0000117045,0.00002785953,0.00001981285],"domain_scores_gemma":[0.9998525,0.00005460419,0.00003741806,0.000008368627,0.00002801021,0.00001898801],"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":[0.00007313585,0.0000118235,0.0001915028,0.00003822017,0.000002894853,0.00001832983,0.00004630161,0.0002093341,0.9975708,0.00007230475,0.00003354892,0.001731775],"study_design_scores_gemma":[0.000005274839,0.0001717508,0.001625481,0.000006255895,0.000006806446,0.00003058503,0.00004735874,0.002872029,0.994113,0.00003561812,0.001081304,0.000004583288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997799,0.00068838,0.001003182,0.00002910988,0.00001549292,0.000004817487,0.00005911108,0.00001272671,0.0003881466],"genre_scores_gemma":[0.9974674,0.0004036061,0.00120672,0.00001449698,0.00000382497,0.000005524606,0.00008455962,0.000009175101,0.0008046646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00121248,"threshold_uncertainty_score":0.004056156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947956534079375,"score_gpt":0.2575308771152617,"score_spread":0.238051311774468,"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."}}