{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006534958,0.000225864,0.0002772062,0.0008911467,0.001528447,0.0009249833,0.001065397,0.0002719038,0.002220581],"category_scores_gemma":[0.02078776,0.0003497675,0.0002513018,0.001295118,0.0008753826,0.0003992394,0.0009364064,0.000288814,0.0006112109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009803978,"about_ca_system_score_gemma":0.02206539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7786853,"about_ca_topic_score_gemma":0.8255732,"domain_scores_codex":[0.9908761,0.001714978,0.0006197672,0.001063007,0.004902701,0.0008233803],"domain_scores_gemma":[0.9731348,0.003057669,0.002224476,0.001847266,0.01883923,0.0008965633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000753136,0.000224031,0.8527728,0.0002419439,0.00005728511,0.0005010818,0.01041047,0.0006251394,0.01658446,0.001491441,0.009186102,0.1071522],"study_design_scores_gemma":[0.00002719943,0.0003435818,0.9694934,0.00005974777,0.0000148255,0.0001731496,0.00130314,0.001225822,0.004984082,0.0001206563,0.02223103,0.00002326775],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522558,0.0005176818,0.005329902,0.001174038,0.0000794099,0.0007905095,0.002789281,0.0002285831,0.03683478],"genre_scores_gemma":[0.9880151,0.0002296345,0.004144218,0.0002222054,0.00001157723,0.0001900968,0.001354958,0.00004117536,0.005790998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2213147,"threshold_uncertainty_score":0.4452361,"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."}}