{"id":"W1971021044","doi":"10.1016/j.healthplace.2005.09.012","title":"Mapping health on the Internet: A new tool for environmental justice and public health research","year":2006,"lang":"en","type":"article","venue":"Health & Place","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Joseph’s Healthcare Hamilton; York University; McMaster University; McMaster University Medical Centre","funders":"Health Canada; Minnesota Department of Natural Resources","keywords":"Public participation GIS; Environmental justice; GIS and public health; Geographic information system; Public health; The Internet; Traditional knowledge GIS; GIS Day; Public relations; Environmental health; World Wide Web; Environmental planning; Environmental resource management; Geography; Computer science; Political science; Medicine; Remote sensing; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004573031,0.0001923585,0.0004358538,0.0001788582,0.0005240829,0.00006637902,0.0001799442,0.00005342143,0.000100635],"category_scores_gemma":[0.0004430332,0.0001509449,0.00005542614,0.0002555168,0.0001406578,0.00008735826,0.0001130111,0.0004948471,0.0001000464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151136,"about_ca_system_score_gemma":0.002254585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002281101,"about_ca_topic_score_gemma":0.0006639953,"domain_scores_codex":[0.9963773,0.0006817217,0.000567991,0.0005522302,0.0006296626,0.001191107],"domain_scores_gemma":[0.9973733,0.0009896819,0.0002355859,0.000563812,0.00003353942,0.000804038],"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":[0.0003965733,0.0003632173,0.006046607,0.001687245,0.0000257538,0.000007301008,0.001401023,0.000004511864,0.00001759731,0.00300485,0.9211942,0.0658511],"study_design_scores_gemma":[0.002275349,0.001555537,0.09644166,0.0004625382,0.000005582553,0.00005315453,0.001992406,0.001128995,0.000004414086,0.0001205391,0.8958031,0.000156696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2758798,0.01414432,0.00459508,0.6953989,0.0003797375,0.007143368,0.0008606043,0.000232394,0.001365747],"genre_scores_gemma":[0.8928983,0.002054028,0.003827973,0.08649167,0.001194503,0.0002521462,0.001061754,0.0001099764,0.01210966],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6170185,"threshold_uncertainty_score":0.6155356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383804454999532,"score_gpt":0.3872609850043416,"score_spread":0.2488805395043885,"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."}}