{"id":"W2039971449","doi":"10.1002/ajh.23172","title":"Referrals for suspected hematologic malignancy: A survey of primary care physicians","year":2012,"lang":"en","type":"letter","venue":"American Journal of Hematology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"National Institute of Nursing Research; Centers for Disease Control and Prevention","keywords":"Medicine; Hematologic malignancy; Primary care; Hematologic Neoplasms; Malignancy; Hematological malignancy; Hematologic tests; Family medicine; Intensive care medicine; Internal medicine; Cancer; Environmental health; Health services","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":[0.001193617,0.0001397041,0.0003406787,0.001062114,0.0005843012,0.0007181547,0.0004265176,0.0009132053,0.001976075],"category_scores_gemma":[0.007251008,0.0004182105,0.000230257,0.0017602,0.000488344,0.000887599,0.0005722598,0.0006047855,0.0004449449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009408363,"about_ca_system_score_gemma":0.0007524413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01983837,"about_ca_topic_score_gemma":0.02468743,"domain_scores_codex":[0.9978918,0.0006897111,0.000258783,0.0002910786,0.0006386504,0.0002300211],"domain_scores_gemma":[0.9922844,0.002226738,0.003303539,0.0001889124,0.0007840912,0.001212248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001953093,0.00004133027,0.9973053,0.00002979202,0.00001451607,0.0001894,0.0005185774,0.00001195253,0.0001003856,0.0000091713,0.0005115199,0.001248427],"study_design_scores_gemma":[0.000004140383,0.00009238708,0.9981228,0.00002529755,0.000006070242,0.000517612,0.0009110094,0.0000599212,0.00001625811,0.000005494278,0.0002366515,0.000002470172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966073,0.0008009426,0.0000667056,0.0007676537,0.00001188104,0.00002648539,0.000572974,0.000009269218,0.001136853],"genre_scores_gemma":[0.9986663,0.000478956,0.00006484095,0.0004571058,0.00002505359,0.00001671968,0.0001996501,0.000001946246,0.00008935012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01983837,"threshold_uncertainty_score":0.03944576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04210755597494975,"score_gpt":0.2763084119615964,"score_spread":0.2342008559866466,"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."}}