{"id":"W2088926111","doi":"10.1126/science.311.5765.1227d","title":"Disease Alert Network Proposed","year":2006,"lang":"en","type":"article","venue":"Science","topic":"Data-Driven Disease Surveillance","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Computer science; Computational biology; Biology; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003123188,0.0008436237,0.0004145777,0.002112037,0.001848826,0.004999049,0.001579097,0.003817983,0.21374],"category_scores_gemma":[0.008802734,0.0003176444,0.0005822201,0.001026546,0.0004520236,0.003948181,0.002949316,0.002875888,0.12333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001985888,"about_ca_system_score_gemma":0.004693857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004698803,"about_ca_topic_score_gemma":0.006607871,"domain_scores_codex":[0.9982777,0.0002935301,0.0001143411,0.0003890029,0.0006477082,0.0002776743],"domain_scores_gemma":[0.9945808,0.0005967444,0.0001499195,0.0003885251,0.002398472,0.00188559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004071149,0.00002767627,0.0003670164,0.00005833253,0.000004348219,0.00005196546,0.00002491383,0.00009199181,0.000171946,0.009340457,0.9428641,0.04695656],"study_design_scores_gemma":[0.00002665321,0.0000258877,0.0003310922,0.00003876872,0.000006250996,0.00007032124,0.0000436984,0.0003310167,0.0001179924,0.002031429,0.9969675,0.000009358904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002649131,0.003134997,0.02420317,0.1739264,0.04606348,0.001493189,0.02563862,0.009422623,0.7134683],"genre_scores_gemma":[0.02560593,0.005028507,0.02043398,0.04218771,0.008701951,0.001536174,0.04662457,0.0008456429,0.8490354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.21374,"threshold_uncertainty_score":0.7150316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007612877762806912,"score_gpt":0.2594860301595336,"score_spread":0.2518731523967267,"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."}}