{"id":"W3099862276","doi":"10.2196/23379","title":"Starter Kit for Geotagging and Geovisualization in Health Care: Resource Paper","year":2020,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geotagging; Geospatial analysis; Resource (disambiguation); Computer science; Nanolaser; Health care; Health geography; Geovisualization; Geographic information system; Geography; Data science; World Wide Web; Visualization; Cartography; Data mining; Health policy; International health","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":[0.007328358,0.001310605,0.0009213823,0.005047301,0.00115441,0.003164431,0.001999134,0.001793043,0.2554217],"category_scores_gemma":[0.02590191,0.0007996735,0.000897734,0.005162549,0.0006813039,0.005283373,0.004294147,0.001790427,0.1627821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001131622,"about_ca_system_score_gemma":0.003012837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002676981,"about_ca_topic_score_gemma":0.005880807,"domain_scores_codex":[0.9966347,0.001334632,0.0003821226,0.0002616169,0.001163431,0.0002235407],"domain_scores_gemma":[0.9724787,0.01841951,0.001055685,0.002586505,0.004293558,0.001166078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001205178,0.0001457169,0.0003685059,0.002104735,0.00001144916,0.0002134309,0.001272896,0.0002083327,0.002492193,0.0042204,0.6492506,0.3395914],"study_design_scores_gemma":[0.00003399645,0.00009012756,0.00111302,0.00079334,0.000009873313,0.000195678,0.0005580218,0.0002837276,0.001699682,0.003206681,0.991967,0.00004893911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.006630791,0.004985319,0.3559311,0.009864654,0.004650889,0.01371802,0.1037893,0.08383165,0.4165982],"genre_scores_gemma":[0.01483459,0.006474027,0.6024274,0.004572971,0.00144954,0.01114498,0.05241311,0.02380022,0.2828831],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2554217,"threshold_uncertainty_score":0.8544706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05959380307462876,"score_gpt":0.4365722843399681,"score_spread":0.3769784812653393,"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."}}