{"id":"W4244526658","doi":"10.2196/preprints.10218","title":"A Surveillance Infrastructure for Malaria Analytics: Provisioning Data Access and Preservation of Interoperability (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Interoperability; Computer science; Dashboard; Semantic interoperability; Analytics; Malaria; Database; World Wide Web; 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":[],"consensus_categories":[],"category_scores_codex":[0.003543444,0.0005225465,0.0004539689,0.001337986,0.001033187,0.004241581,0.001255523,0.0008751621,0.01094426],"category_scores_gemma":[0.008080281,0.0005151375,0.0005910295,0.001182177,0.000672085,0.004082527,0.00350728,0.001218596,0.005378809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001506214,"about_ca_system_score_gemma":0.002862685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004766234,"about_ca_topic_score_gemma":0.004266684,"domain_scores_codex":[0.9979468,0.0004897086,0.0002325827,0.0003777747,0.0007193409,0.0002337867],"domain_scores_gemma":[0.9963402,0.0006921819,0.0002310515,0.001097141,0.001240836,0.0003986888],"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":[0.0008143529,0.000445339,0.01403363,0.0005725579,0.0001177016,0.001083371,0.001408032,0.01573654,0.0331146,0.1039031,0.4488942,0.3798767],"study_design_scores_gemma":[0.0001462708,0.0002560554,0.009624289,0.0002685296,0.00008163632,0.0005856726,0.0008914221,0.2073351,0.04847205,0.03475596,0.6974227,0.0001602941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03832576,0.0008287502,0.8022246,0.01022889,0.002515561,0.0015838,0.01014981,0.08071829,0.05342449],"genre_scores_gemma":[0.3440095,0.001478504,0.5727981,0.002267227,0.001342698,0.001182217,0.03559318,0.00726933,0.03405926],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01094426,"threshold_uncertainty_score":0.03661215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06160739209807468,"score_gpt":0.3713021832513937,"score_spread":0.309694791153319,"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."}}