{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00241477,0.0002848909,0.0006878802,0.0002310811,0.0005780002,0.0001269759,0.00009303645,0.0001087418,0.00002227377],"category_scores_gemma":[0.001294904,0.0003065804,0.00006779324,0.0007545163,0.00004131734,0.0003565109,0.00007800218,0.000200482,0.000004539359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001385063,"about_ca_system_score_gemma":0.006012874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002129797,"about_ca_topic_score_gemma":0.009135333,"domain_scores_codex":[0.9960498,0.0008533348,0.0008700577,0.0008706484,0.0006972558,0.0006589703],"domain_scores_gemma":[0.9961145,0.0002356775,0.0005772303,0.0003389719,0.001948404,0.0007852424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002620054,0.001442955,0.8987188,0.0005801686,0.000128289,0.000002529487,0.004575784,0.00000973594,0.00004224599,0.0002605904,0.00136451,0.09261243],"study_design_scores_gemma":[0.003098313,0.0007983419,0.9157438,0.00003177062,0.000001046485,0.00001272012,0.001135798,0.001856032,0.000007878969,0.00002183841,0.07701641,0.0002761062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633925,0.0007106465,0.02865127,0.001953122,0.000364266,0.003945133,0.0004464721,0.0004074402,0.0001291383],"genre_scores_gemma":[0.9859836,0.00008231958,0.001335931,0.002242337,0.0002537722,0.0009768571,0.009033121,0.00004914762,0.00004293068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09233633,"threshold_uncertainty_score":0.9999386,"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."}}