{"id":"W4389247529","doi":"10.1182/blood-2023-179080","title":"Primary Care Management Pathways to Reduce Wait Times in Hematology: Monoclonal Gammopathy of Undetermined Significance","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Monoclonal gammopathy of undetermined significance; Hematology; Multiple myeloma; Internal medicine; Referral; Asymptomatic; Anemia; Intensive care medicine; Pediatrics; Emergency medicine; Monoclonal; Family medicine; Immunology; Monoclonal antibody","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":[0.004257066,0.0003349089,0.0004578489,0.0007033927,0.002173569,0.002852133,0.001376766,0.0009671375,0.0203777],"category_scores_gemma":[0.02886447,0.0002626667,0.001041413,0.0009962152,0.0003627548,0.001918521,0.003059682,0.002743733,0.001872574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005214889,"about_ca_system_score_gemma":0.0231491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03196144,"about_ca_topic_score_gemma":0.07041597,"domain_scores_codex":[0.9965217,0.001428519,0.0002523257,0.0002781879,0.0006045099,0.0009146902],"domain_scores_gemma":[0.9826399,0.003424966,0.003422289,0.0003893876,0.00232205,0.007801508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001704287,0.006907132,0.3791832,0.003979599,0.0004340333,0.001026427,0.007881804,0.001376825,0.0005183326,0.004514093,0.180306,0.4121683],"study_design_scores_gemma":[0.003171931,0.009414954,0.7607609,0.01492293,0.001182429,0.002382497,0.02534101,0.005710907,0.001143843,0.009095221,0.1666385,0.0002348463],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8225339,0.01939132,0.004725032,0.09132345,0.00200486,0.003750385,0.00762644,0.0007608877,0.04788374],"genre_scores_gemma":[0.9585606,0.007014383,0.01234591,0.01152815,0.0007216742,0.002495059,0.00247833,0.0001231007,0.004732668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03196144,"threshold_uncertainty_score":0.06817019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037105429917832,"score_gpt":0.267802566203608,"score_spread":0.2474315119044297,"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."}}