{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009654766,0.0002437977,0.0006741946,0.0003798722,0.0001038556,0.0002715679,0.0001230074,0.0001882822,0.0002198854],"category_scores_gemma":[0.01007338,0.0001850619,0.00004953997,0.0002804659,0.000100314,0.0002484749,0.0003594807,0.00039067,0.00003828763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000597686,"about_ca_system_score_gemma":0.0002926789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003509314,"about_ca_topic_score_gemma":0.0001063519,"domain_scores_codex":[0.9973125,0.00005443272,0.000888211,0.0002803196,0.000925468,0.0005390959],"domain_scores_gemma":[0.9823979,0.01606305,0.0001369737,0.0002881166,0.00009569637,0.001018258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002919755,0.0001285152,0.1124989,0.000638332,0.00001796666,0.00008494385,0.001155586,0.00002251237,0.000003734313,0.00020583,0.000611231,0.8843405],"study_design_scores_gemma":[0.03544887,0.01138134,0.3305007,0.03043447,0.0001409558,0.001086562,0.007491189,0.5599506,0.00003541442,0.004224697,0.01767048,0.00163467],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831207,0.004623774,0.009502895,0.0003257328,0.00008688352,0.001738488,0.00002134192,0.00003832675,0.0005418402],"genre_scores_gemma":[0.983296,0.00554228,0.008181736,0.002712971,0.00007700731,0.0001248169,0.00002453258,0.00002043033,0.00002025155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8827058,"threshold_uncertainty_score":0.9982652,"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."}}