{"id":"W3163853261","doi":"10.2196/23528","title":"Building an Interactive Geospatial Visualization Application for National Health Care–Associated Infection Surveillance: Development Study","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geospatial analysis; Geocoding; Computer science; Visualization; Dashboard; Health care; Data science; Data visualization; World Wide Web; Data mining; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005980434,0.001361331,0.0004011994,0.001192814,0.0006196192,0.001625187,0.002310081,0.0006921415,0.007783489],"category_scores_gemma":[0.008682993,0.0006813558,0.001009472,0.0008181604,0.0005279839,0.00216015,0.002199383,0.0009363703,0.001480634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006207828,"about_ca_system_score_gemma":0.002286701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007935857,"about_ca_topic_score_gemma":0.006275509,"domain_scores_codex":[0.9984169,0.0007251306,0.0001043237,0.0002187441,0.0003944608,0.0001403569],"domain_scores_gemma":[0.9951427,0.002509693,0.0001730523,0.0004232957,0.001238221,0.0005130316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001658392,0.007573083,0.07012161,0.003696894,0.0004853359,0.003369088,0.01412322,0.03523691,0.06340275,0.00889198,0.08164968,0.7097911],"study_design_scores_gemma":[0.002203217,0.006075664,0.0952575,0.001793965,0.0009560685,0.002616484,0.005836017,0.4552286,0.128621,0.008303739,0.2924071,0.0007005853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4095173,0.0004632931,0.4869137,0.00146302,0.0001991438,0.008899426,0.008919221,0.06709393,0.01653098],"genre_scores_gemma":[0.2107693,0.0004248122,0.7677774,0.0002283994,0.00003486608,0.003756708,0.01025015,0.002656542,0.004101828],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007935857,"threshold_uncertainty_score":0.03162795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03117503526680327,"score_gpt":0.3937766487942821,"score_spread":0.3626016135274789,"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."}}