{"id":"W3157193033","doi":"10.1245/s10434-021-10091-1","title":"Staging and Surveillance of Myxoid Liposarcoma: Follow-up Assessment and the Metastatic Pattern of 169 Patients Suggests Inadequacy of Current Practice Standards","year":2021,"lang":"en","type":"article","venue":"Annals of Surgical Oncology","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital; University of Manitoba; McMaster University Medical Centre","funders":"","keywords":"Medicine; Surgical oncology; Liposarcoma; General surgery; Myxoid liposarcoma; Current (fluid); Medical physics; Oncology; Radiology; Sarcoma; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004725906,0.00009915131,0.0002277413,0.0006838344,0.0004809932,0.0007089454,0.0005542295,0.0002879949,0.0005066348],"category_scores_gemma":[0.01252413,0.000146249,0.0001855276,0.0007664129,0.0004147314,0.0006406286,0.0003920025,0.0003816197,0.0001719543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004610423,"about_ca_system_score_gemma":0.001027975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004410162,"about_ca_topic_score_gemma":0.01191815,"domain_scores_codex":[0.9982637,0.0006669133,0.0003473728,0.0002059681,0.0004123364,0.000103719],"domain_scores_gemma":[0.9920437,0.004197131,0.001258004,0.0008017101,0.001261719,0.0004377612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001056461,0.00004133964,0.9636528,0.00005338392,0.00001481289,0.000111703,0.0004671502,0.0002108415,0.0009326263,0.0002062333,0.0003833772,0.03382013],"study_design_scores_gemma":[0.00001283606,0.0002819539,0.9890515,0.0001402653,0.00005278795,0.001869948,0.001062762,0.001227539,0.001283763,0.0005017249,0.004504142,0.00001071338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98883,0.002906369,0.001482097,0.001196632,0.00006083458,0.00003810574,0.0002999195,0.0000186231,0.005167232],"genre_scores_gemma":[0.998473,0.0004305653,0.0007142436,0.0001353928,0.00002042906,0.000009161536,0.0001224162,0.000003468239,0.0000913372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004725906,"threshold_uncertainty_score":0.02499324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06131077767210336,"score_gpt":0.4279475092062598,"score_spread":0.3666367315341565,"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."}}