{"id":"W6976178609","doi":"10.60692/n2srd-6j932","title":"Genotypes and phenotypes of resistance in Ecuadorian Plasmodium falciparum","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Plasmodium falciparum; Genotype; Malaria; Dihydroartemisinin; Drug resistance; Chloroquine; Apicomplexa; Phenotype; Artemether","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001978917,0.0001929227,0.0001605002,0.0005035635,0.0001729186,0.0003210182,0.0001523944,0.0001591384,0.001719375],"category_scores_gemma":[0.0006504504,0.00009805068,0.00008116841,0.000366209,0.0001205165,0.0001776011,0.0001636194,0.0001100517,0.0001184284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001857833,"about_ca_system_score_gemma":0.00004914104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002840873,"about_ca_topic_score_gemma":0.00277665,"domain_scores_codex":[0.9998735,0.00002429734,0.00001720042,0.00003153862,0.00001759638,0.00003581038],"domain_scores_gemma":[0.9998509,0.00001825495,0.00008399865,0.00001006607,0.00002313016,0.0000135981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001359403,0.0002301473,0.8254326,0.0001634592,0.0001097457,0.003775978,0.00254823,0.0003736326,0.108611,0.0001994772,0.0004985384,0.05669777],"study_design_scores_gemma":[0.000007921835,0.0001610324,0.9934074,0.0000144641,0.00002233188,0.001465708,0.0008753542,0.0002032273,0.002215172,0.00002867866,0.001592713,0.000006085501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993375,0.0001803763,0.00005680807,0.00001713265,0.000001194119,0.000003749883,0.0001108422,0.00000289831,0.0002894976],"genre_scores_gemma":[0.9991534,0.0001262472,0.0001974117,0.00001315925,0.000002445616,0.000008139291,0.0001993225,0.000002098088,0.0002977895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002840873,"threshold_uncertainty_score":0.005751908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01621323428561042,"score_gpt":0.2192318208227128,"score_spread":0.2030185865371024,"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."}}