{"id":"W4308731706","doi":"10.1155/2022/3600354","title":"Noninvasive Approach of <i>Plasmodium falciparum</i> Molecular Detection for Malaria Surveillance in Malaria Endemic Areas in Cameroon","year":2022,"lang":"en","type":"article","venue":"BioMed Research International","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada","keywords":"Malaria; Plasmodium falciparum; Virology; Plasmodium (life cycle); Medicine; Endemic diseases; Biology; Immunology; Parasite hosting; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00386456,0.0001432144,0.0003347659,0.001688685,0.00009147652,0.00002836163,0.0004913948,0.0001123389,0.000278854],"category_scores_gemma":[0.001344463,0.0001461841,0.0001288562,0.001072779,0.0001600495,0.00008126358,0.0003100317,0.0009017015,0.000005768081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008341191,"about_ca_system_score_gemma":0.0005689678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009172038,"about_ca_topic_score_gemma":0.0002540783,"domain_scores_codex":[0.9960707,0.0005930118,0.0004797477,0.0004995954,0.001693272,0.0006637019],"domain_scores_gemma":[0.998492,0.0004178758,0.0001013442,0.0002981455,0.0005260293,0.0001646241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01771642,0.002699511,0.06197085,0.0004625821,0.0004811221,0.0006897171,0.000497631,0.001163697,0.8770624,0.02621114,0.002005272,0.009039667],"study_design_scores_gemma":[0.05184871,0.005443588,0.5124078,0.0002820263,0.00003875643,0.0008061755,0.003636212,0.2421491,0.1448547,0.006077866,0.03143348,0.001021568],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961274,0.0005244776,0.006909677,0.01636175,0.0008952343,0.004907529,0.0006557713,0.0000441523,0.00842739],"genre_scores_gemma":[0.9962642,0.00003249574,0.0006186243,0.00006953655,0.000126536,0.001860405,0.0003449681,0.00002795929,0.0006552924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7322077,"threshold_uncertainty_score":0.5961213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03971049277788406,"score_gpt":0.3396960004043693,"score_spread":0.2999855076264852,"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."}}