{"id":"W2969318056","doi":"10.11575/prism/36709","title":"Application of Epidemiology and Biostatistics to Malaria Diagnosis in Returning Travellers","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biostatistics; Epidemiology; Malaria; Medicine; Immunology; 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":[0.03307375,0.0004110787,0.0009004935,0.00550581,0.0005822775,0.001985971,0.0009449507,0.0007685217,0.001428225],"category_scores_gemma":[0.0984049,0.0004797639,0.001105631,0.004291579,0.001221665,0.001263973,0.00140194,0.00123756,0.0002415886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007021774,"about_ca_system_score_gemma":0.002838779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006229984,"about_ca_topic_score_gemma":0.004259349,"domain_scores_codex":[0.9494145,0.04176364,0.002975704,0.002190918,0.003101345,0.0005538489],"domain_scores_gemma":[0.9161954,0.05444364,0.01412814,0.0070566,0.006244701,0.001931525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000221622,0.00009205689,0.9531466,0.0003276102,0.0008346299,0.0001832531,0.0006990677,0.000691148,0.0002377857,0.001121165,0.001715934,0.04072913],"study_design_scores_gemma":[0.00004558041,0.0009544867,0.9692021,0.0003405772,0.0002945721,0.0008926769,0.002273281,0.01425723,0.0003888408,0.005058795,0.006238047,0.00005380882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894127,0.01003371,0.07556601,0.007691522,0.0008009764,0.001725737,0.002641067,0.0004679764,0.01166019],"genre_scores_gemma":[0.9770856,0.001259892,0.01938668,0.0006207526,0.0002667834,0.0005216445,0.0003886449,0.00004583973,0.0004241928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03307375,"threshold_uncertainty_score":0.1749128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04225419427285952,"score_gpt":0.3846131468640622,"score_spread":0.3423589525912026,"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."}}