{"id":"W2807246508","doi":"10.1186/s12936-018-2356-8","title":"The role of the Deki Reader™ in malaria diagnosis, treatment and reporting: findings from an Africare pilot project in Nigeria","year":2018,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fio Corporation (Canada)","funders":"","keywords":"Malaria; Medicine; 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":[0.005514766,0.0003626981,0.000267327,0.0007791908,0.001186638,0.001118205,0.0005820792,0.0005241503,0.0009711838],"category_scores_gemma":[0.01050002,0.0006395098,0.0001947977,0.0008414304,0.001120106,0.001180965,0.001523845,0.0007372262,0.0001609095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001527825,"about_ca_system_score_gemma":0.004256937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03041275,"about_ca_topic_score_gemma":0.05036799,"domain_scores_codex":[0.9974756,0.001489713,0.0002077114,0.000152062,0.0003075968,0.0003673015],"domain_scores_gemma":[0.9937781,0.002620618,0.001712025,0.0002841824,0.0008744628,0.0007307237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002028031,0.000674416,0.9167908,0.0004469803,0.00001955776,0.00165556,0.04936925,0.00007761358,0.00152751,0.0003439907,0.0002710453,0.02862042],"study_design_scores_gemma":[0.00002123216,0.001006729,0.9001876,0.0004493164,0.00004388627,0.001609686,0.09376445,0.0003451913,0.000526926,0.0001087348,0.001912234,0.00002393325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989682,0.0001682627,0.00007899579,0.0001496981,0.000004009485,0.00007407689,0.00002935832,0.000001617178,0.0005256078],"genre_scores_gemma":[0.998311,0.0005661336,0.0005327491,0.00009826947,0.000003936834,0.00007164586,0.00003986959,0.000001957719,0.0003744523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03041275,"threshold_uncertainty_score":0.06047142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04040153632577228,"score_gpt":0.3260273913310452,"score_spread":0.2856258550052729,"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."}}