{"id":"W1992242598","doi":"10.1532/lh96.05013","title":"Proficiency Testing of Reticulocyte Counting in Ontario","year":2005,"lang":"en","type":"article","venue":"Laboratory Hematology","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Reticulocyte; Medicine; Reference values; Anemia; Bone marrow; Clinical Practice; Pathology; Biology; Internal medicine; Biochemistry","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":[0.0002204267,0.000121192,0.0004889188,0.0001016347,0.00002862264,0.000003843049,0.00007324396,0.0001651466,0.0002425196],"category_scores_gemma":[0.001768294,0.0001033358,0.00003180674,0.0004383746,0.0001331487,0.0000516121,0.00003595752,0.0002677006,0.00003878078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007865212,"about_ca_system_score_gemma":0.0004758737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009385613,"about_ca_topic_score_gemma":0.01150441,"domain_scores_codex":[0.9987991,0.00003705368,0.0004922105,0.0002242079,0.0001448285,0.0003025765],"domain_scores_gemma":[0.9990691,0.0002977809,0.000131497,0.0002006197,0.0002208367,0.00008014281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003769849,0.0003329262,0.9844505,0.0001315901,0.000006214927,0.0001361659,0.0002831203,0.0000159147,0.001114259,0.01304709,0.0002339175,0.0002105696],"study_design_scores_gemma":[0.004361799,0.0009425078,0.929078,0.0009193473,0.00009795013,0.0004619648,0.000793066,0.001657806,0.04268118,0.001425495,0.01702897,0.0005519252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864047,0.0006209364,0.00005697566,0.0005216874,0.00004992136,0.0002407425,0.000002295055,0.00004309167,0.01205963],"genre_scores_gemma":[0.99167,0.000006164199,0.007612886,0.0005965813,0.00001612776,0.00001712173,0.000003248404,0.00001084655,0.00006705012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05537253,"threshold_uncertainty_score":0.6419731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02575870624584536,"score_gpt":0.2706095479333904,"score_spread":0.244850841687545,"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."}}