{"id":"W2127697580","doi":"10.1186/1475-2875-13-179","title":"A lab-on-chip for malaria diagnosis and surveillance","year":2014,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Provincial Laboratory of Public Health; University of Alberta","funders":"Alberta Innovates; Grand Challenges Canada","keywords":"Malaria; Plasmodium falciparum; Parasitology; Communicable disease; Rapid diagnostic test; Plasmodium vivax; Plasmodium (life cycle); Medicine; Diagnostic test; Amplicon; Computer science; Pathology; Biology; Veterinary medicine; Polymerase chain reaction; Public health; Parasite hosting","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001665066,0.0001756165,0.0003883692,0.0001524061,0.0002458141,0.0001657389,0.0001339496,0.0001209174,0.0005654187],"category_scores_gemma":[0.001953178,0.0001333222,0.0001432845,0.0001022466,0.00005964603,0.00007852329,0.00004118128,0.0005211699,0.00003541387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004154555,"about_ca_system_score_gemma":0.000102977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000105824,"about_ca_topic_score_gemma":0.00001661727,"domain_scores_codex":[0.9983869,0.0001776096,0.0002896137,0.0002553928,0.0003757131,0.0005147841],"domain_scores_gemma":[0.9983082,0.0006057413,0.0001040768,0.0002555838,0.00021741,0.0005089366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01236642,0.0009516947,0.5039792,0.0004968952,0.001039414,0.0003493647,0.0002901867,0.00002887369,0.005634807,0.2555808,0.07825834,0.141024],"study_design_scores_gemma":[0.01291862,0.004056188,0.8400675,0.000167831,0.00009752591,0.0009853916,0.00004942216,0.004342064,0.0004480279,0.005880799,0.1306707,0.0003159524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5742191,0.002271284,0.02918589,0.3678065,0.001758253,0.003438592,0.0001196199,0.0001826864,0.02101803],"genre_scores_gemma":[0.9935912,0.0002021347,0.001818613,0.001721695,0.001353404,0.0001094474,0.000007483662,0.00003258778,0.001163397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4193721,"threshold_uncertainty_score":0.6190938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01898743261341793,"score_gpt":0.2840877885885479,"score_spread":0.2651003559751299,"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."}}