{"id":"W2805829309","doi":"10.1186/s12936-019-3044-z","title":"Genotypes and phenotypes of resistance in Ecuadorian Plasmodium falciparum","year":2019,"lang":"en","type":"article","venue":"Malaria Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Pontificia Universidad Católica del Ecuador; Government of Canada","keywords":"Mefloquine; Plasmodium falciparum; Quinine; Dihydroartemisinin; Artemether; Malaria; Biology; Lumefantrine; Genotype; Drug resistance; Virology; Chloroquine; Artemisinin; Genetics; Immunology; Gene","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":[0.0002163325,0.0002137779,0.000148898,0.0004965852,0.0001906535,0.0003310519,0.0001642066,0.00017822,0.002191256],"category_scores_gemma":[0.0006816218,0.00007744817,0.00007565883,0.0003959466,0.0001467917,0.0001570402,0.0001628263,0.0001152099,0.000137336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002154199,"about_ca_system_score_gemma":0.00005698193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002441815,"about_ca_topic_score_gemma":0.002132553,"domain_scores_codex":[0.999884,0.00002149894,0.00001530771,0.00002993413,0.00001750786,0.00003178526],"domain_scores_gemma":[0.9998121,0.00002532268,0.0001066971,0.00001060972,0.00002998529,0.00001530634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001361219,0.0001623181,0.8785204,0.0001786287,0.0000926044,0.003251956,0.002037135,0.0003953671,0.07090381,0.0001595791,0.0005163212,0.04242069],"study_design_scores_gemma":[0.00001096171,0.0001832164,0.99188,0.00001990643,0.00002755946,0.00226096,0.0007910988,0.0002319129,0.00277766,0.00004145114,0.001769373,0.000005915534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992888,0.0001965984,0.00006445238,0.00001866862,0.000001296726,0.00000537762,0.0001566253,0.000003611376,0.0002644673],"genre_scores_gemma":[0.9992507,0.000100737,0.000209227,0.0000115058,0.000002447138,0.000009561226,0.000222728,0.000002190034,0.0001908015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002441815,"threshold_uncertainty_score":0.007330418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009662720343748477,"score_gpt":0.2514780588878174,"score_spread":0.2418153385440689,"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."}}