{"id":"W2805421366","doi":"10.1186/s12936-018-2363-9","title":"Comparison of visual and automated Deki Reader interpretation of malaria rapid diagnostic tests in rural Tanzanian military health facilities","year":2018,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fio Corporation (Canada)","funders":"Walter Reed Army Institute of Research; Tanzania Commission for Science and Technology","keywords":"Malaria; Public health; Diagnostic test; Tropical medicine; Medicine; Environmental health; Parasitology; Interpretation (philosophy); Optometry; Pathology; Veterinary medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00381823,0.0004108282,0.0002610347,0.001722246,0.0002588881,0.0006985089,0.0007707778,0.0004099672,0.0008981875],"category_scores_gemma":[0.01551427,0.0003958523,0.0003089001,0.000801695,0.0005526019,0.0004182302,0.0007206653,0.00024594,0.0002619719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007350855,"about_ca_system_score_gemma":0.000388104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004549704,"about_ca_topic_score_gemma":0.007120623,"domain_scores_codex":[0.9960095,0.001924288,0.0003970477,0.0004500511,0.0009805633,0.0002384699],"domain_scores_gemma":[0.9904501,0.004247862,0.002328026,0.0004096034,0.002344889,0.000219547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002604128,0.000286811,0.9448541,0.0005302089,0.000176891,0.0003921696,0.004119256,0.0009177758,0.01073609,0.000112186,0.000578429,0.03469201],"study_design_scores_gemma":[0.00005431884,0.002018403,0.9861383,0.00009135502,0.00009219543,0.0009098468,0.00170114,0.00275455,0.005457186,0.00004852495,0.0007015133,0.0000327481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987221,0.0001856306,0.0004201079,0.00002122965,0.00001016459,0.00002475266,0.00007212511,0.00001786847,0.0005261497],"genre_scores_gemma":[0.9987456,0.00006493533,0.0008939336,0.00001620393,0.000004926909,0.00001663791,0.0001023786,0.00000319704,0.0001523022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004549704,"threshold_uncertainty_score":0.02019298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930943102020165,"score_gpt":0.3517649926694882,"score_spread":0.3324555616492865,"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."}}