{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005693308,0.0001022292,0.0003278801,0.0001954121,0.00003770178,0.00003389683,0.0001049467,0.00008510311,0.0007522079],"category_scores_gemma":[0.0001599415,0.0000817389,0.00005685721,0.0001380802,0.00004731424,0.00009968912,0.00003865471,0.0004406777,0.00003272061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000423642,"about_ca_system_score_gemma":0.0001904102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002750772,"about_ca_topic_score_gemma":0.0001360101,"domain_scores_codex":[0.998826,0.00007664115,0.0003043023,0.0001530739,0.0003267007,0.0003132336],"domain_scores_gemma":[0.9993577,0.0000703785,0.0001011686,0.0001779525,0.0001098405,0.0001829652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02259201,0.0006517385,0.7579651,0.0009421294,0.0005937942,0.00097427,0.002003837,0.00005338883,0.1057957,0.09616257,0.003226666,0.009038727],"study_design_scores_gemma":[0.007292978,0.0006468165,0.9780077,0.0002944935,0.00005364734,0.0001822756,0.000293926,0.0003297039,0.00195234,0.003753912,0.007036621,0.0001555755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753991,0.002169986,0.00009876664,0.007802899,0.0002023219,0.0003215257,0.000005973461,0.000008544755,0.01399088],"genre_scores_gemma":[0.9958628,0.0001332908,0.001119498,0.0001109435,0.0001531316,0.000003385273,0.000001686448,0.00001298901,0.002602283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2200425,"threshold_uncertainty_score":0.8236149,"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."}}