{"id":"W4405052597","doi":"10.1182/blood-2024-211150","title":"Laboratory Reference Intervals Influence Referral Patterns for Hemoglobin Abnormalities in the Ontario Virtual Care System","year":2024,"lang":"en","type":"article","venue":"Blood","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Referral; Medicine; Hemoglobin; Anemia; Megaloblastic anemia; Pediatrics; Internal medicine; Family medicine","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":[0.0008681365,0.0001680178,0.0002130335,0.0007203069,0.0008418326,0.0007518012,0.0007055282,0.000318783,0.001097949],"category_scores_gemma":[0.008486146,0.0002618521,0.0002541816,0.001912896,0.0005749517,0.0003365416,0.0005905593,0.0003740721,0.0001246871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007640829,"about_ca_system_score_gemma":0.006771213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8210208,"about_ca_topic_score_gemma":0.8838328,"domain_scores_codex":[0.9980249,0.0003691792,0.0001982564,0.0002537293,0.00073295,0.0004209831],"domain_scores_gemma":[0.9924197,0.001118036,0.004109051,0.0002429811,0.001289396,0.000820753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001323922,0.000009144511,0.9987336,0.000004976087,0.000006434255,0.00003539455,0.0002864306,0.00001752617,0.0000325842,0.000007012397,0.0001483326,0.0007053441],"study_design_scores_gemma":[0.000001170588,0.00001243855,0.9993427,0.000005419366,0.000003463925,0.0000373722,0.0003943213,0.00007801443,0.00001087428,0.000002180332,0.0001104548,0.000001518016],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998614,0.0001415124,0.00004818216,0.0001480262,0.000003655771,0.00001571997,0.0003417942,0.000005807116,0.000681342],"genre_scores_gemma":[0.9995765,0.00005786627,0.00005181205,0.00004028955,0.000002426335,0.000006173296,0.0001502458,0.000001559097,0.0001130436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8210208,"threshold_uncertainty_score":0.3600664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355480157475272,"score_gpt":0.2529157915599315,"score_spread":0.2293609899851788,"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."}}