{"id":"W4408349822","doi":"10.1016/j.gimo.2025.103422","title":"Utility of eConsult to enhance delivery of cancer genetic services and identify hereditary cancer knowledge gaps in primary care","year":2025,"lang":"en","type":"article","venue":"Genetics in Medicine Open","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; Mount Sinai Hospital; Bruyère; University of Ottawa; Centre Hospitalier Universitaire Sainte-Justine; Ottawa Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Cancer; Hereditary Cancer; Medicine; Business; 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":[0.0003559403,0.0001322837,0.0004976233,0.000398368,0.00002993091,0.000014146,0.0005076546,0.0001173411,0.00007579165],"category_scores_gemma":[0.00002907882,0.0001223622,0.00001452831,0.0007422836,0.0001019712,0.00009158742,0.0007138014,0.0001344366,0.000001909725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005345317,"about_ca_system_score_gemma":0.000193456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1704069,"about_ca_topic_score_gemma":0.3652289,"domain_scores_codex":[0.9986888,0.00002743649,0.0006220206,0.0003330086,0.0001204723,0.0002083133],"domain_scores_gemma":[0.9991672,0.00004021659,0.0001721828,0.000307388,0.0002979586,0.00001505143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003949794,0.00003189225,0.7620351,0.007091658,0.00001883331,0.000006134387,0.0006432655,0.00002646888,0.0009141335,0.00006645924,0.00072759,0.228399],"study_design_scores_gemma":[0.0006828207,0.00002089516,0.9766222,0.003582848,0.00003186443,3.037933e-7,0.002417131,0.0002645631,0.0008437017,0.0004216521,0.01499966,0.0001123756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9326146,0.05936719,0.000007502243,0.0009699179,0.000527188,0.0007724918,0.00001381724,0.000007867116,0.005719473],"genre_scores_gemma":[0.9962333,0.002466541,0.0001877453,0.0007551449,0.0001597391,0.0001013758,0.000009326277,0.00001035351,0.00007640087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2282866,"threshold_uncertainty_score":0.8351174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144988309620766,"score_gpt":0.3627199963384896,"score_spread":0.341270113242282,"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."}}