{"id":"W7030246495","doi":"","title":"Multifunctional Liquid-Infused Surface Coatings to Prevent Implant-Associated-Infections","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; McMaster University","keywords":"Biofilm; Implant; Debridement (dental); Medical device; Antibiotics; Layer (electronics); Extracellular matrix","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002236753,0.0004331842,0.0003435879,0.0003449815,0.0001170299,0.0004434879,0.0003533115,0.0007173817,0.001144442],"category_scores_gemma":[0.0004245063,0.0001677396,0.0003197787,0.0001593817,0.0001529186,0.0004527131,0.0003429802,0.0007451373,0.0004980813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002854687,"about_ca_system_score_gemma":0.0002457197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003798665,"about_ca_topic_score_gemma":0.000622991,"domain_scores_codex":[0.9997615,0.00002104895,0.000014256,0.00003843103,0.0001120186,0.00005262793],"domain_scores_gemma":[0.9998388,0.00002238415,0.00005297953,0.000007635323,0.00005446064,0.00002373245],"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":[0.0001092399,0.00007099925,0.0002070969,0.0006297679,0.00002270625,0.0001638315,0.00003718961,0.000600707,0.9678615,0.0006453744,0.001111388,0.02854004],"study_design_scores_gemma":[0.00004286343,0.0008698834,0.002006301,0.0001551819,0.0000889452,0.0004014183,0.00005640694,0.007909772,0.9503141,0.0003067548,0.03781305,0.0000353944],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7534176,0.1161588,0.1010876,0.001454763,0.001949983,0.0005088748,0.0006018106,0.001971711,0.02284907],"genre_scores_gemma":[0.9505394,0.01816792,0.02309705,0.000795037,0.0001617966,0.0001896492,0.0003438834,0.0001231558,0.006582033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001144442,"threshold_uncertainty_score":0.003828526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001021691238024,"score_gpt":0.2054325043219195,"score_spread":0.1854222874095392,"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."}}