{"id":"W3191553549","doi":"10.21203/rs.3.rs-765622/v1","title":"Engineering surgical stitches to prevent bacterial infection","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; McGill University","funders":"","keywords":"Antibiotics; Bacteria; Cytotoxicity; Homogeneous; Coating; Microbiology; Antibiotic resistance; Nanoparticle; Materials science; Nanotechnology; Chemistry; Medicine; In vitro; Biology; Biochemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007160625,0.000225344,0.000487561,0.0002931084,0.00008257921,0.0001898034,0.0001220036,0.0003902592,0.002284469],"category_scores_gemma":[0.001048751,0.0001898575,0.0003462346,0.0003748386,0.00003537777,0.00003846142,0.0009638866,0.001537495,0.000104309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003051433,"about_ca_system_score_gemma":0.0003026309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003761425,"about_ca_topic_score_gemma":0.00002784797,"domain_scores_codex":[0.9973494,0.0002252235,0.0002770846,0.0006083911,0.0009792915,0.0005606135],"domain_scores_gemma":[0.9981524,0.000349477,0.00002892236,0.0005016116,0.0004178848,0.0005496526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01407801,0.02107837,0.1100119,0.08375079,0.006671501,0.07168467,0.01265313,0.03319978,0.3374488,0.005768894,0.05806935,0.2455848],"study_design_scores_gemma":[0.002194932,0.001400317,0.2644611,0.01222423,0.0001411124,0.0004385461,0.0004133152,0.0009996938,0.05580558,0.000125245,0.6606992,0.001096688],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948688,0.0006837051,0.00004675818,0.001489802,0.0006873384,0.000999131,0.0000205035,0.0001025807,0.001101359],"genre_scores_gemma":[0.9943313,0.0007011401,0.0003180203,0.00001942801,0.002791119,0.0002357574,0.0002744523,0.00004571275,0.001283079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6026299,"threshold_uncertainty_score":0.9986276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05916527650179405,"score_gpt":0.3985509584933511,"score_spread":0.3393856819915571,"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."}}