{"id":"W3128429095","doi":"10.47391/jpma.533","title":"Sickle hemoglobin: How critical are laboratory quality measures for accurate identification?","year":2021,"lang":"en","type":"article","venue":"Journal of the Pakistan Medical Association","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Sickle cell trait; Hemoglobin; Hemoglobinopathy; Polymerase chain reaction; Asymptomatic; Thalassemia; Population; Globin; Fetal hemoglobin; Genetic counseling; Mutation; Hemoglobin variants; Beta thalassemia; Genetics; Disease; Gene; Internal medicine; Biology; Fetus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004174168,0.0001134156,0.0004012045,0.00003915842,0.0002041332,0.00009846689,0.0001787089,0.0003567888,0.0001056048],"category_scores_gemma":[0.03715482,0.00007450565,0.0003568431,0.0003387407,0.00008115913,0.0001326486,0.00003513837,0.0006640272,0.000009133272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005233604,"about_ca_system_score_gemma":0.001080811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002711844,"about_ca_topic_score_gemma":0.00001961132,"domain_scores_codex":[0.9965048,0.0004498346,0.0008579426,0.0001473937,0.001796982,0.0002429965],"domain_scores_gemma":[0.9948676,0.0009212833,0.00092035,0.0002210218,0.0028026,0.0002671928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001461229,0.004542129,0.2165018,0.002039079,0.003240138,0.0006145064,0.003143687,0.00005666567,0.06227082,0.01602576,0.6714339,0.01867028],"study_design_scores_gemma":[0.01619904,0.0005277855,0.5094972,0.002638484,0.002650399,0.0005688135,0.02190587,0.0009899964,0.03204079,0.01270463,0.3993807,0.0008962305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.356604,0.003653534,0.009759035,0.6245717,0.004183329,0.0004586289,0.0001234438,0.00006476171,0.0005815619],"genre_scores_gemma":[0.9941416,0.0002488083,0.0002674047,0.003080104,0.0006501825,0.000005806881,0.000004915532,0.00002165394,0.001579474],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6375377,"threshold_uncertainty_score":0.9709556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01823315029504057,"score_gpt":0.3416964253360254,"score_spread":0.3234632750409848,"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."}}