{"id":"W4281620402","doi":"10.1016/j.patter.2022.100507","title":"Disease mapping and innovation: A history from wood-block prints to Web 3.0","year":2022,"lang":"en","type":"review","venue":"Patterns","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Presentation (obstetrics); Dashboard; Computer science; World Wide Web; Point (geometry); Data science; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004916513,0.0007534928,0.001408261,0.005997788,0.0007791306,0.004714564,0.001063446,0.002681544,0.007794898],"category_scores_gemma":[0.01054675,0.0004235786,0.0007239932,0.00757747,0.00328334,0.00718566,0.002468065,0.003925548,0.002724065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002433766,"about_ca_system_score_gemma":0.004337021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003887245,"about_ca_topic_score_gemma":0.00417613,"domain_scores_codex":[0.9977082,0.000846368,0.0002911977,0.0002619554,0.0007507016,0.0001415546],"domain_scores_gemma":[0.9851216,0.01184999,0.0007475867,0.0003602052,0.001406097,0.0005145078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003989029,0.00004843455,0.0002061766,0.01511066,0.00005428924,0.000110304,0.000644128,0.0001645422,0.0002526579,0.02826461,0.03733209,0.9177722],"study_design_scores_gemma":[0.000004746362,0.00004085606,0.00044742,0.009781381,0.00002913739,0.0003340992,0.0003212845,0.0000338563,0.0001352782,0.00515944,0.983694,0.0000184619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001572577,0.9918444,0.000289956,0.003834474,0.0005498193,0.000006929932,0.00002676038,0.00002023946,0.003270158],"genre_scores_gemma":[0.002024583,0.993196,0.0005573255,0.002477912,0.0007375742,0.00001564254,0.0000343993,0.00001488454,0.0009417578],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9992208,"threshold_uncertainty_score":0.0260765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214041319180196,"score_gpt":0.3348838773241334,"score_spread":0.2134797454061138,"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."}}