{"id":"W2054826800","doi":"10.4018/jhisi.2012100103","title":"CliFin","year":2012,"lang":"en","type":"article","venue":"International Journal of Healthcare Information Systems and Informatics","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of New Brunswick; National Research Council Canada; Université de Moncton","funders":"","keywords":"Computer science; Visualization; Geographic information system; Information system; Schedule; Frame (networking); Process (computing); Health care; World Wide Web; Data science; Data mining; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002834975,0.0009735748,0.0006315287,0.0030168,0.002614767,0.005078526,0.003055281,0.001810103,0.2544685],"category_scores_gemma":[0.008197892,0.000448845,0.0005451685,0.002356016,0.0009191508,0.002905838,0.003551625,0.001693888,0.101295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005526905,"about_ca_system_score_gemma":0.01198488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09481102,"about_ca_topic_score_gemma":0.1080073,"domain_scores_codex":[0.997738,0.0002071788,0.0001072812,0.0004614971,0.001043751,0.0004423609],"domain_scores_gemma":[0.9951095,0.0006130998,0.0001809965,0.0005890087,0.002332089,0.001175231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006501343,0.0001099092,0.003524676,0.0003741727,0.00001455877,0.0008161964,0.0007093396,0.0004379984,0.001874952,0.02404106,0.6695145,0.2979326],"study_design_scores_gemma":[0.00002780868,0.00002390692,0.000868636,0.00008711708,0.0000033552,0.0002326179,0.0001518561,0.0003863595,0.0005341701,0.001326918,0.9963422,0.00001493589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00949848,0.003392061,0.01751648,0.008444736,0.001971724,0.0007675692,0.02230571,0.01740395,0.9186993],"genre_scores_gemma":[0.05706279,0.002786468,0.0358345,0.004892381,0.0004203506,0.0008879923,0.05720495,0.005407209,0.8355034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2544685,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02122681995927976,"score_gpt":0.3265263324663171,"score_spread":0.3052995125070373,"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."}}