{"id":"W2980015356","doi":"10.1182/blood.v126.23.42.42","title":"Content, Utilization and Impact of a Hematology e-Consultation Service","year":2015,"lang":"en","type":"article","venue":"Blood","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Champlain Regional College; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Specialty; Referral; Family medicine; Service (business); Hematology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001437862,0.00005629435,0.0001369872,0.0001145166,0.00002279471,0.00001577937,0.00004445545,0.00007249263,0.000007319146],"category_scores_gemma":[0.0001959915,0.00004659243,0.0000153809,0.0002502093,0.00001897611,0.0001908015,0.00003349215,0.00003274931,0.00002028409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005306342,"about_ca_system_score_gemma":0.0000278108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006991212,"about_ca_topic_score_gemma":0.0006254209,"domain_scores_codex":[0.9995822,0.000007072699,0.0001652708,0.00009332065,0.00005618501,0.00009590765],"domain_scores_gemma":[0.9994141,0.00001390388,0.0001427368,0.00008470891,0.0003348982,0.000009595688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005331324,0.0002790735,0.8581299,0.0007988023,0.0001034584,0.00001193311,0.0003886911,0.000003410057,0.001963712,0.1225155,0.0006921731,0.01505997],"study_design_scores_gemma":[0.02829952,0.0004951609,0.8789408,0.0005122371,0.000467285,0.0003979143,0.00797208,0.009614756,0.003133453,0.03154901,0.03760672,0.001011039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970574,0.0003302826,0.000102296,0.00047219,0.00005798606,0.0001559957,0.000001649515,0.0000601421,0.001762036],"genre_scores_gemma":[0.9996728,0.000004354866,0.00005229456,0.0001710366,0.00006157379,0.000006999751,0.00001236145,0.000006309345,0.00001224884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09096653,"threshold_uncertainty_score":0.9996213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143494769424862,"score_gpt":0.3058423730820669,"score_spread":0.1914928961395807,"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."}}