{"id":"W2963518650","doi":"10.1186/s12911-019-0854-4","title":"Connected diagnostics: linking digital rapid diagnostic tests and mobile health wallets to diagnose and treat brucellosis in Samburu, Kenya","year":2019,"lang":"en","type":"article","venue":"BMC Medical Informatics and Decision Making","topic":"Malaria Research and Control","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fio Corporation (Canada)","funders":"Achmea","keywords":"Medicine; Malaria; Intensive care medicine; Health care; Medical diagnosis; Medical emergency; Diagnostic test; Rapid diagnostic test; Point-of-care testing; Pediatrics; Pathology","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":[0.001528935,0.0004357797,0.000161081,0.0006913446,0.0009500509,0.001049664,0.0007121532,0.0005786808,0.002655916],"category_scores_gemma":[0.003142004,0.0003452086,0.0002168958,0.0007441998,0.0008269216,0.001160725,0.001596304,0.0003722741,0.0003740043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001644149,"about_ca_system_score_gemma":0.002185854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01674143,"about_ca_topic_score_gemma":0.02974493,"domain_scores_codex":[0.9988662,0.0005661698,0.00006109638,0.0001164405,0.0001821465,0.0002079028],"domain_scores_gemma":[0.9988224,0.0004388958,0.0003639362,0.00005528855,0.0001571866,0.0001622105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001209438,0.002586917,0.7560402,0.001649997,0.0001369976,0.003003025,0.01064443,0.001237524,0.009427336,0.00130282,0.003317217,0.2094441],"study_design_scores_gemma":[0.0005395035,0.01193206,0.8943403,0.001751777,0.0004323029,0.005924101,0.03635764,0.005309919,0.01117776,0.001254026,0.03087309,0.0001074937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907632,0.0007670051,0.0011989,0.0005724134,0.00002625105,0.0005775885,0.0003004601,0.00004651467,0.005747587],"genre_scores_gemma":[0.9906357,0.001098462,0.006274234,0.0003479271,0.00002797495,0.0002949843,0.0002574477,0.000009091618,0.001054041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01674143,"threshold_uncertainty_score":0.03328794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537453381009958,"score_gpt":0.3199410585168953,"score_spread":0.3045665247067957,"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."}}