{"id":"W2802715350","doi":"10.3747/co.25.3838","title":"Factors Associated with Imaging in Patients with Early Breast Cancer After Initial Treatment","year":2018,"lang":"en","type":"article","venue":"Current Oncology","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Queen's University; Institute for Clinical Evaluative Sciences; University of Toronto; Princess Margaret Cancer Centre; Health Sciences Centre; Credit Valley Hospital","funders":"Institute for Clinical Evaluative Sciences","keywords":"Medicine; Breast cancer; Emergency department; Stage (stratigraphy); Population; Comorbidity; Cancer; Radiology; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005020286,0.0002754406,0.0004795781,0.0001722658,0.0003231057,0.00001148903,0.000129974,0.0001885772,0.0007919602],"category_scores_gemma":[0.0001410297,0.0001780055,0.00003051867,0.0003011772,0.0002570852,0.0003409207,0.00007517743,0.0006965969,0.00007272681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00305206,"about_ca_system_score_gemma":0.001649351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004147017,"about_ca_topic_score_gemma":0.03814788,"domain_scores_codex":[0.9958538,0.002026052,0.0005427289,0.0004416939,0.0003003523,0.0008353665],"domain_scores_gemma":[0.9975806,0.0007429013,0.0005248925,0.0002559756,0.0006528762,0.0002427195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001190166,0.0009353128,0.9570028,0.00003170935,0.00004280333,0.000007771345,0.0106424,1.24588e-7,4.24101e-7,0.00001183113,0.0001783081,0.02995638],"study_design_scores_gemma":[0.005734327,0.001230402,0.9832888,0.0004543873,0.00006022698,2.779012e-7,0.0009901664,0.000006930279,0.000002053991,0.00001242923,0.00801256,0.0002074228],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942225,0.0001152454,0.00001274389,0.001745783,0.001824615,0.001178658,0.0002496554,0.00007528833,0.0005755613],"genre_scores_gemma":[0.9980691,0.00001748388,0.00001037085,0.0007318291,0.0004353556,0.0005655603,0.00007947988,0.0000397365,0.00005105391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03400086,"threshold_uncertainty_score":0.9794034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6398588000308585,"score_gpt":0.5982321488687853,"score_spread":0.0416266511620732,"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."}}