{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008965381,0.0008377347,0.0007116097,0.0005975984,0.0002821955,0.000881114,0.001545611,0.001312261,0.0119284],"category_scores_gemma":[0.0009701123,0.0004358708,0.000603994,0.0002546413,0.0003168348,0.0006609144,0.0007458146,0.001011301,0.006246913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004277825,"about_ca_system_score_gemma":0.0005240301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003745992,"about_ca_topic_score_gemma":0.0005383683,"domain_scores_codex":[0.9986134,0.000285343,0.0000700035,0.0002662427,0.0006601427,0.0001049908],"domain_scores_gemma":[0.9992647,0.0002108878,0.00006415421,0.000109129,0.0002550349,0.00009604664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003919321,0.000445965,0.001945497,0.001082955,0.0001993215,0.000311177,0.00008654051,0.001639456,0.7572786,0.003277979,0.04230157,0.191039],"study_design_scores_gemma":[0.0002002663,0.002193822,0.004257908,0.0001534533,0.0002506603,0.00200991,0.00008338333,0.0386598,0.6842659,0.001566245,0.2661831,0.0001756138],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1037683,0.02219418,0.7953475,0.004986053,0.005819296,0.002445035,0.006413754,0.01926055,0.03976541],"genre_scores_gemma":[0.3143144,0.006426301,0.620235,0.005553115,0.0007834228,0.003429672,0.006814741,0.0004409343,0.04200242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0119284,"threshold_uncertainty_score":0.03990448,"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."}}