{"id":"W25522931","doi":"10.5858/2000-124-0057-eqaite","title":"External Quality Assessment in the Examination of Blood Films for Malarial Parasites Within Ontario, Canada","year":2000,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Malaria Research and Control","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of the Environment, Conservation and Parks; London Health Sciences Centre; Lawson Health Research Institute","funders":"","keywords":"External quality assessment; Christian ministry; Referral; Malaria; Malarial parasites; Medicine; Medical laboratory; Family medicine; Environmental health; Pathology; Plasmodium falciparum; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00185732,0.0001333931,0.000520864,0.0001150271,0.00004207986,0.000002153814,0.0002065551,0.00006099698,0.0007036405],"category_scores_gemma":[0.0005575485,0.00008703182,0.00004668291,0.0001516836,0.000419499,0.00003585355,0.00001471754,0.0003561102,2.455022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003154324,"about_ca_system_score_gemma":0.001892522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2103863,"about_ca_topic_score_gemma":0.5984954,"domain_scores_codex":[0.9977471,0.0006853875,0.0006338276,0.0002302853,0.0004537463,0.0002497173],"domain_scores_gemma":[0.9980797,0.001151492,0.000205594,0.0003551973,0.0001169222,0.00009111907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004717502,0.001397682,0.3528776,0.000638491,0.000332264,0.001173742,0.01720766,0.00006116781,0.5813265,0.02226989,0.0007059615,0.01729156],"study_design_scores_gemma":[0.006677934,0.001614536,0.986916,0.0001611366,0.0001570401,0.00003777949,0.001008761,0.000127387,0.002465538,0.0005097403,0.0002538023,0.00007031048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930969,0.0002986515,0.0002359631,0.002490375,0.00008952793,0.000748204,0.00008615901,0.000005120773,0.002949084],"genre_scores_gemma":[0.9964763,0.00002818747,0.002310443,0.0006017165,0.0001164721,0.00009531195,0.00006891839,0.000008433211,0.0002942533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6340385,"threshold_uncertainty_score":0.7948718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837304976177841,"score_gpt":0.3121272977489734,"score_spread":0.293754247987195,"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."}}