{"id":"W2917342465","doi":"10.3390/coatings9030164","title":"Polydopamine-Inspired Surface Modification of Polypropylene Hernia Mesh Devices via Cold Oxygen Plasma: Antibacterial and Drug Release Properties","year":2019,"lang":"en","type":"article","venue":"Coatings","topic":"Hernia repair and management","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Keysight Technologies","keywords":"Coating; Polypropylene; Levofloxacin; Materials science; Hernia repair; Surface modification; Adhesion; Drug; Surgical mesh; Biomedical engineering; Chemical engineering; Hernia; Chemistry; Composite material; Surgery; Pharmacology; Medicine; Antibiotics","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":[0.0002295994,0.0001598514,0.0003251616,0.00005522998,0.00004883714,0.00002397175,0.00008636525,0.00006055961,0.00005381613],"category_scores_gemma":[0.00005550629,0.0001307246,0.00004991194,0.0001040634,0.00006120474,0.0001311863,0.00008053335,0.00008184199,0.0000504288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003070395,"about_ca_system_score_gemma":0.0000592789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005339397,"about_ca_topic_score_gemma":0.00002988554,"domain_scores_codex":[0.998873,0.00004600571,0.0003344085,0.0002984143,0.0002531137,0.0001950527],"domain_scores_gemma":[0.9992655,0.00002638379,0.000193532,0.0002971538,0.000115635,0.0001018163],"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":[0.0004535074,0.0001151595,0.01759977,0.0007817313,0.0000508987,0.000005403507,0.001004635,0.00001017895,0.9774631,0.00006823917,0.0003729763,0.002074395],"study_design_scores_gemma":[0.006109907,0.0008035272,0.06123273,0.0007366657,0.0003247927,0.00003060851,0.0012025,0.009329679,0.9077955,0.00001809872,0.01191529,0.0005007414],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968767,0.0002664942,0.00004017732,0.0007551869,0.0001200496,0.0008636785,0.00001319924,0.0001010159,0.000963559],"genre_scores_gemma":[0.9957693,0.00004951821,0.00076359,0.0001815628,0.00006468471,0.00001138915,0.00002085122,0.0000289013,0.003110202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06966765,"threshold_uncertainty_score":0.5330796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0147769854223071,"score_gpt":0.231515793837215,"score_spread":0.2167388084149079,"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."}}