{"id":"W3215939429","doi":"10.1182/blood-2021-151119","title":"Searching for Service and Accessibility Excellence in Paroxysmal Nocturnal Hemoglobinuria in Canada: The Epic Program","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Complement system in diseases","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University of Toronto; University Health Network","funders":"","keywords":"Paroxysmal nocturnal hemoglobinuria; Medicine; Eculizumab; Pediatrics; Hemoglobinuria; Coroner; Intensive care medicine; Anemia; Internal medicine; Emergency medicine; Immunology","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":[0.000293126,0.00008926384,0.0001590901,0.00002144068,0.00009041459,0.00002137956,0.0001960639,0.0000377947,0.00009649612],"category_scores_gemma":[0.0001081033,0.00006874179,0.00002156345,0.0001478493,0.00003307093,0.00004281596,0.0001477919,0.0001564876,0.000002024307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007212931,"about_ca_system_score_gemma":0.0008207856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2989423,"about_ca_topic_score_gemma":0.91803,"domain_scores_codex":[0.9989192,0.0002674365,0.0002402679,0.0002494012,0.00003316859,0.0002904701],"domain_scores_gemma":[0.9993592,0.0003160135,0.00004932828,0.0002127597,0.00004450148,0.00001823394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000719909,0.000420671,0.9810012,0.0002283858,0.00005566985,0.00003625105,0.0004307507,0.00001096153,0.0107302,0.00013066,0.000133729,0.00674954],"study_design_scores_gemma":[0.002940568,0.00003473802,0.9843708,0.0001060683,0.00002863385,0.00006099111,0.001276622,0.0000404377,0.00912705,0.0004972575,0.001398904,0.0001179194],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952175,0.003026542,0.000002050563,0.0008454686,0.000138289,0.0006044185,0.00003757672,0.00001078357,0.0001173649],"genre_scores_gemma":[0.9995056,0.000009595782,0.00008073068,0.0001535139,0.00001591362,0.0001619953,0.00002819206,0.000005112192,0.00003932906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6190877,"threshold_uncertainty_score":0.7057261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02150176385369945,"score_gpt":0.2748110119099635,"score_spread":0.2533092480562641,"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."}}