{"id":"W4285212321","doi":"10.1007/978-3-031-06417-3_44","title":"A Web-Based Tool to Identify Interventions to Reduce Transmission of Antimicrobial Resistance","year":2022,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health Services; Mount Royal University; University of Calgary","funders":"","keywords":"Sociotechnical system; SPARK (programming language); Psychological intervention; Knowledge management; Transmission (telecommunications); Antimicrobial stewardship; Resistance (ecology); Business; Computer science; Antibiotic resistance; Data science; Medicine; Risk analysis (engineering); Biology; Nursing","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":[0.001245775,0.0008214145,0.0004872309,0.003002347,0.0003703329,0.001952592,0.0009346313,0.001363281,0.05840275],"category_scores_gemma":[0.005210166,0.0002831905,0.0004800658,0.00242108,0.0001607448,0.002148404,0.0007605025,0.0007083204,0.01686308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004245725,"about_ca_system_score_gemma":0.0008531864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001737205,"about_ca_topic_score_gemma":0.002911986,"domain_scores_codex":[0.9994264,0.0001872357,0.00004205942,0.00004001147,0.0002733596,0.0000311074],"domain_scores_gemma":[0.9946349,0.004526904,0.0001863815,0.0001181505,0.0003791887,0.0001545848],"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":[0.0001539977,0.000856504,0.001879659,0.0005367711,0.00004175069,0.0001763998,0.0002330619,0.0009287558,0.001163524,0.00162287,0.1926333,0.7997735],"study_design_scores_gemma":[0.0009785128,0.001535228,0.04364121,0.003931187,0.0004189067,0.00202653,0.001533118,0.04506721,0.01301408,0.0233589,0.8642503,0.0002448988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.08184703,0.006794339,0.2183118,0.01228428,0.002713722,0.003930129,0.03508302,0.0606488,0.578387],"genre_scores_gemma":[0.117153,0.006783559,0.5776671,0.006492519,0.0008520312,0.003187317,0.02213124,0.00258467,0.2631486],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.05840275,"threshold_uncertainty_score":0.1953766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.401467612194388,"score_gpt":0.5973304687012219,"score_spread":0.1958628565068338,"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."}}