{"id":"W2155927957","doi":"10.4258/hir.2012.18.2.88","title":"Geographical Information Systems and Health: Current State and Future Directions","year":2012,"lang":"en","type":"article","venue":"Healthcare Informatics Research","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Algoma University","funders":"","keywords":"Geographic information system; Health informatics; GIS and public health; GIS applications; Informatics; Current (fluid); Information system; Action (physics); State (computer science); Data science; Health care; Computer science; Environmental planning; Geography; Political science; Engineering; Remote sensing","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":[0.02460101,0.0008577703,0.001948231,0.005546261,0.002194467,0.01230276,0.002306296,0.008013397,0.01222368],"category_scores_gemma":[0.01804445,0.0006519451,0.001152042,0.01111826,0.01285794,0.02769642,0.004963297,0.007725227,0.001779617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005962177,"about_ca_system_score_gemma":0.01222929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008955636,"about_ca_topic_score_gemma":0.009241422,"domain_scores_codex":[0.9929065,0.004175815,0.0005556137,0.0005725091,0.001307633,0.0004819463],"domain_scores_gemma":[0.9290357,0.05944764,0.002195651,0.001390816,0.005340933,0.002589325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001864423,0.0002409874,0.0050007,0.008013717,0.0001000526,0.0001626916,0.001939517,0.001338426,0.0002329595,0.2755331,0.05109693,0.6561545],"study_design_scores_gemma":[0.00005009663,0.0002371138,0.004712217,0.01472582,0.00009345476,0.0005654876,0.01094498,0.001933558,0.0002652046,0.2893205,0.6769968,0.0001547584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001311449,0.8203304,0.003360774,0.1648802,0.001494333,0.00002220978,0.00009438962,0.00007821236,0.008428061],"genre_scores_gemma":[0.02926099,0.9470145,0.006990982,0.01043474,0.005104435,0.00006360973,0.0001189069,0.00002702545,0.0009848983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02460101,"threshold_uncertainty_score":0.1301041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1052116322515745,"score_gpt":0.4462978365809015,"score_spread":0.341086204329327,"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."}}