{"id":"W3123766938","doi":"10.1002/adhm.202001573","title":"Self‐Limiting Mussel Inspired Thin Antifouling Coating with Broad‐Spectrum Resistance to Biofilm Formation to Prevent Catheter‐Associated Infection in Mouse and Porcine Models","year":2021,"lang":"en","type":"article","venue":"Advanced Healthcare Materials","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Biofouling; Biofilm; Limiting; Broad spectrum; Microbiology; Coating; Catheter; Biology; Materials science; Medicine; Chemistry; Nanotechnology; Surgery; Bacteria; Membrane; Combinatorial chemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007406321,0.0002849197,0.0005624354,0.0001948213,0.0003323064,0.0001830328,0.00009734199,0.00009193461,0.00001403465],"category_scores_gemma":[0.0003086963,0.0002797175,0.00002551421,0.0004896232,0.00002001681,0.0009895539,0.0001645982,0.0001242266,0.00001703346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004926245,"about_ca_system_score_gemma":0.00009605237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371341,"about_ca_topic_score_gemma":0.01489544,"domain_scores_codex":[0.9972562,0.0003650886,0.0008551042,0.0006115763,0.0003192634,0.0005927589],"domain_scores_gemma":[0.9986853,0.000155857,0.0004321167,0.0002970461,0.0002649887,0.0001646775],"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":[0.0002182261,0.0001242259,0.0008711669,0.0003546584,0.00001198386,0.00001587253,0.005035039,0.003610924,0.9894642,0.0001269018,0.00001119379,0.0001556406],"study_design_scores_gemma":[0.0005163164,0.0002195494,0.001648345,0.0008946519,0.00001017049,0.00001456047,0.0007883729,0.0002424133,0.995074,0.0001816527,0.00009514601,0.0003147695],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932029,0.0003001803,0.001319709,0.003429726,0.0004640238,0.0008180196,0.0001478569,0.0002758291,0.00004177662],"genre_scores_gemma":[0.9880518,0.0001927841,0.01044176,0.0008904206,0.00004890473,0.0001874457,0.00003526045,0.00004464799,0.0001069543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135241,"threshold_uncertainty_score":0.9999655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431824659161862,"score_gpt":0.2975609384875608,"score_spread":0.2732426918959422,"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."}}