{"id":"W4411745691","doi":"10.1002/mus.28463","title":"Idiopathic Inflammatory Myopathies and Malignancy Screening: A Survey of Current Practices Amongst Canadian Neurologists and Rheumatologists","year":2025,"lang":"en","type":"article","venue":"Muscle & Nerve","topic":"Inflammatory Myopathies and Dermatomyositis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Public Health Ontario; University of Toronto","funders":"University of Toronto","keywords":"Malignancy; Medicine; Internal medicine; Physical therapy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002061435,0.0001753107,0.0003291354,0.001418362,0.002315822,0.00121979,0.0009050044,0.0006360309,0.001422543],"category_scores_gemma":[0.008081978,0.0002802577,0.0003118294,0.003234066,0.0009668643,0.0005250055,0.000951677,0.0006022364,0.0001557689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01208458,"about_ca_system_score_gemma":0.02103003,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9456472,"about_ca_topic_score_gemma":0.9501589,"domain_scores_codex":[0.9968293,0.0003193086,0.0002776186,0.0002547474,0.001703893,0.0006151207],"domain_scores_gemma":[0.9911484,0.001211485,0.002866811,0.000125043,0.002676877,0.001971407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005066822,0.0000542501,0.9745399,0.000276116,0.00002668915,0.0002897786,0.01099131,0.00005358484,0.0002516322,0.00006084444,0.001971445,0.01143358],"study_design_scores_gemma":[0.000005679854,0.00006734552,0.9846144,0.0001747266,0.00001104043,0.0002620255,0.01295243,0.0001322482,0.00003371615,0.00001352386,0.001717976,0.00001467689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924379,0.001351709,0.00007401544,0.001890062,0.00001753231,0.00007693592,0.0009555109,0.00001033394,0.003186056],"genre_scores_gemma":[0.9976494,0.001132543,0.0002033416,0.0004566277,0.00001034778,0.0000219727,0.0002693417,0.000002390647,0.0002541738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05435282,"threshold_uncertainty_score":0.1093458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03621771454587012,"score_gpt":0.3009176502685829,"score_spread":0.2646999357227128,"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."}}