{"id":"W1978836162","doi":"10.1503/cmaj.071188","title":"Faster malaria testing","year":2007,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Malaria Research and Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malaria; Food and drug administration; Test (biology); Medicine; Computer science; Environmental health; Immunology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.006617759,0.001551572,0.00167292,0.002560381,0.0008644299,0.003182406,0.002396872,0.00240945,0.1087693],"category_scores_gemma":[0.01776337,0.001032732,0.001549548,0.001431256,0.0007300148,0.003311875,0.002411409,0.003919806,0.03243291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002020496,"about_ca_system_score_gemma":0.002060695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007313848,"about_ca_topic_score_gemma":0.007948373,"domain_scores_codex":[0.9912232,0.001557694,0.0002993591,0.001712929,0.004407495,0.0007994155],"domain_scores_gemma":[0.9852017,0.003892438,0.001210447,0.00170256,0.006564559,0.001428398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001057696,0.0005117991,0.007797985,0.0008920713,0.0001956012,0.0002844734,0.0002253213,0.000832304,0.01410816,0.009591348,0.5534317,0.4110715],"study_design_scores_gemma":[0.0006308521,0.0009585454,0.0150284,0.000563358,0.0002598796,0.002533855,0.000246898,0.003027074,0.01689892,0.007834055,0.951837,0.0001811957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0776153,0.07908671,0.1999107,0.1265473,0.05109454,0.003581346,0.02406796,0.03445248,0.4036437],"genre_scores_gemma":[0.2881421,0.03423481,0.2711295,0.07282615,0.0152375,0.002164398,0.02549869,0.004750406,0.2860164],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1087693,"threshold_uncertainty_score":0.3638694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402681809999651,"score_gpt":0.2682389602540268,"score_spread":0.2542121421540303,"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."}}