{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001168114,0.0007135692,0.0002780508,0.0007709637,0.000325457,0.0004625325,0.0002737159,0.0002588207,0.001095473],"category_scores_gemma":[0.001138053,0.0002008804,0.0001608863,0.0003362665,0.0004177536,0.0003699208,0.0002991297,0.0002442342,0.0001991188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002686977,"about_ca_system_score_gemma":0.0003600389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002834472,"about_ca_topic_score_gemma":0.005279082,"domain_scores_codex":[0.9993662,0.0003767967,0.00002676109,0.0000796293,0.00009562956,0.00005484855],"domain_scores_gemma":[0.999556,0.0001432469,0.0001579165,0.00001664972,0.0000861666,0.00004005469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009034788,0.0003702267,0.8282724,0.0008120882,0.00006718782,0.001343846,0.001127413,0.0007496981,0.07569081,0.0002433972,0.001072691,0.08934682],"study_design_scores_gemma":[0.00009201769,0.004151999,0.9452435,0.0005689169,0.0002335603,0.009726378,0.002711789,0.007992052,0.02304609,0.0004436547,0.005713675,0.00007638893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888943,0.002972821,0.005505397,0.0002200793,0.0000486828,0.0002245461,0.0003565231,0.00004220158,0.001735425],"genre_scores_gemma":[0.9912959,0.001101983,0.006914096,0.0000708027,0.0000218249,0.0001168538,0.0001606995,0.00000310233,0.0003146023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002834472,"threshold_uncertainty_score":0.006177664,"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."}}