{"id":"W1957092924","doi":"10.1016/j.tibtech.2015.09.002","title":"Antibacterial Coatings: Challenges, Perspectives, and Opportunities","year":2015,"lang":"en","type":"review","venue":"Trends in biotechnology","topic":"Antimicrobial agents and applications","field":"Chemistry","cited_by":807,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique; Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Computational biology; Biotechnology; Nanotechnology; Biochemical engineering; Chemistry; Biology; Engineering; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001465178,0.001110549,0.001552085,0.002372828,0.0004210748,0.002004191,0.001015621,0.001834201,0.003157665],"category_scores_gemma":[0.001378808,0.0004263306,0.0004680444,0.002425003,0.0008983689,0.002894975,0.001293302,0.002885022,0.00158553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008582016,"about_ca_system_score_gemma":0.001836002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009043942,"about_ca_topic_score_gemma":0.003400398,"domain_scores_codex":[0.9995773,0.0000599132,0.00004371709,0.00005496157,0.0002035855,0.00006041231],"domain_scores_gemma":[0.9990869,0.0003797192,0.0001194868,0.00002291004,0.0002865166,0.0001045154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007224963,0.00008597015,0.0001991521,0.01631716,0.0000599283,0.0001283877,0.00009555442,0.0002754691,0.004665948,0.009379,0.04077758,0.9279436],"study_design_scores_gemma":[0.000009998997,0.00006890077,0.0003500912,0.002558822,0.00005776475,0.0004308966,0.000085106,0.0001170623,0.0007715438,0.002513016,0.9930204,0.00001650463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007874056,0.9984269,0.0001098712,0.0004399136,0.000311156,0.000001930061,0.000005509386,0.000004362084,0.0006215988],"genre_scores_gemma":[0.0005720443,0.9981566,0.0002005383,0.0002818684,0.0002863219,0.000002693848,0.000008997022,0.000001188688,0.0004896908],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003157665,"threshold_uncertainty_score":0.01056349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1609875673410178,"score_gpt":0.3519023058140123,"score_spread":0.1909147384729945,"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."}}