{"id":"W3016135195","doi":"10.1016/j.jhin.2020.04.006","title":"Antimicrobial coating innovations to prevent infectious disease: a consensus view from the AMiCl COST Action","year":2020,"lang":"en","type":"article","venue":"Journal of Hospital Infection","topic":"Infection Control in Healthcare","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"European Cooperation in Science and Technology","keywords":"Scopus; Medicine; Antimicrobial; Hygiene; Family medicine; MEDLINE; Political science; Microbiology; Pathology","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":[0.000351491,0.0001787794,0.0003518303,0.0001355514,0.0002664303,0.00007684169,0.0000632743,0.00009363698,0.00007137798],"category_scores_gemma":[0.002204947,0.000137815,0.0002111419,0.0007389056,0.0000473223,0.000192856,0.00003939119,0.000677817,0.00004736772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003862093,"about_ca_system_score_gemma":0.0003037097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004288803,"about_ca_topic_score_gemma":0.00009039535,"domain_scores_codex":[0.9983057,0.00017535,0.0007897333,0.0001954201,0.0003263408,0.0002074045],"domain_scores_gemma":[0.9974581,0.0002339828,0.0006531214,0.0001681712,0.001175883,0.000310747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001408473,0.001621976,0.8437638,0.0003985775,0.0007648942,0.0002076774,0.002837087,0.004125214,0.03903251,0.0002836229,0.04679675,0.05875943],"study_design_scores_gemma":[0.004676467,0.005573052,0.9010783,0.001262023,0.0009357886,0.0006162859,0.0003875989,0.00319041,0.006368381,0.0002483629,0.07512073,0.0005426054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372544,0.0001477273,0.00460805,0.05401851,0.002663988,0.001110767,0.00002835508,0.00007778999,0.00009035732],"genre_scores_gemma":[0.9903583,0.0001254995,0.0001792102,0.00667842,0.002572885,0.0000249331,0.00001916165,0.00002886097,0.00001272675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05821683,"threshold_uncertainty_score":0.5619934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03820369572610727,"score_gpt":0.3338488434377548,"score_spread":0.2956451477116476,"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."}}