{"id":"W3133992448","doi":"10.1016/j.pt.2021.01.009","title":"MalDA, Accelerating Malaria Drug Discovery","year":2021,"lang":"en","type":"review","venue":"Trends in Parasitology","topic":"Malaria Research and Control","field":"Medicine","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Structural Genomics Consortium; McGill University Health Centre","funders":"National Institute of Allergy and Infectious Diseases; National Institutes of Health; Medicines for Malaria Venture; Wellcome Trust; Bill and Melinda Gates Foundation","keywords":"Druggability; Drug discovery; Malaria; Identification (biology); Process (computing); Drug; Computer science; Medicine; Risk analysis (engineering); Pharmacology; Bioinformatics; Biology; Immunology","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":[0.0009615871,0.001101278,0.0008304343,0.003059582,0.0003029956,0.001364991,0.0009376585,0.001232356,0.007667347],"category_scores_gemma":[0.0009649015,0.0003014423,0.000499727,0.002346525,0.0004449153,0.001587752,0.001188842,0.002828442,0.005576003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001037966,"about_ca_system_score_gemma":0.001544703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332173,"about_ca_topic_score_gemma":0.002081461,"domain_scores_codex":[0.9996538,0.00007410313,0.00003713737,0.0000446607,0.0001379072,0.00005233943],"domain_scores_gemma":[0.9995733,0.0001136998,0.00006639208,0.00001632627,0.0001539433,0.00007641572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001054544,0.00007933078,0.0001345222,0.01039587,0.00007021926,0.0001481494,0.00006143013,0.0002625611,0.002085962,0.01050813,0.1035877,0.8725607],"study_design_scores_gemma":[0.00001727412,0.00005430385,0.0002618542,0.001200261,0.000025348,0.0002709114,0.000011708,0.0000465295,0.0003865406,0.0009683211,0.9967494,0.000007502244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001583344,0.9933542,0.0002908281,0.001148714,0.0007215183,0.00002169928,0.00009019586,0.00006025697,0.004154299],"genre_scores_gemma":[0.0014773,0.9928529,0.0005836919,0.0009803908,0.0003427959,0.0000217576,0.0001917157,0.000008983985,0.003540458],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007667347,"threshold_uncertainty_score":0.02564979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07919341917350954,"score_gpt":0.438352097877358,"score_spread":0.3591586787038485,"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."}}