{"id":"W4220699443","doi":"10.1038/s41598-022-04925-5","title":"Engineering surgical stitches to prevent bacterial infection","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"Fonds de Recherche du Québec - Santé; Natural Sciences and Engineering Research Council of Canada","keywords":"Antibiotics; Bacteria; Microbiology; Antibiotic resistance; Cytotoxicity; Homogeneous; Antibacterial activity; Chemistry; Medicine; Biology; In vitro","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":[0.0001906011,0.0005017063,0.0001439541,0.0005360081,0.0001821563,0.0004375164,0.0001877032,0.0004451456,0.002151731],"category_scores_gemma":[0.0004178428,0.0001966319,0.0002257986,0.0001667865,0.0001977553,0.0003504656,0.0002813291,0.0004266268,0.0006842408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631282,"about_ca_system_score_gemma":0.0002309493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002358617,"about_ca_topic_score_gemma":0.0006064747,"domain_scores_codex":[0.9998083,0.0000227231,0.00001591113,0.00002154526,0.0001037402,0.00002792608],"domain_scores_gemma":[0.9996635,0.00005705913,0.000138555,0.00002181716,0.00008644074,0.00003264893],"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":[0.00002263786,0.00003957888,0.0005035851,0.0003401852,0.00001073577,0.0001542,0.00003774591,0.0004991094,0.9732011,0.000346556,0.0003074988,0.02453701],"study_design_scores_gemma":[0.00001487989,0.00105033,0.005024123,0.0001589926,0.00004622539,0.001198372,0.0001483708,0.006570351,0.9572582,0.0004268015,0.02808679,0.00001669291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8347082,0.02051413,0.1284396,0.0007414838,0.0008798703,0.0002340025,0.0002153963,0.0006189169,0.01364856],"genre_scores_gemma":[0.9412224,0.006439359,0.04571205,0.0002599279,0.00008606094,0.00006955834,0.00009438883,0.00005326336,0.006062979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002151731,"threshold_uncertainty_score":0.007198274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01193848553083954,"score_gpt":0.2509901796080464,"score_spread":0.2390516940772069,"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."}}