{"id":"W2588848103","doi":"10.1136/bmjopen-2016-012930","title":"Individualised risk assessment for local recurrence and distant metastases in a retrospective transatlantic cohort of 687 patients with high-grade soft tissue sarcomas of the extremities: a multistate model","year":2017,"lang":"en","type":"article","venue":"BMJ Open","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"KWF Kankerbestrijding","keywords":"Medicine; Retrospective cohort study; Soft tissue; Cohort; Epidemiology; Soft tissue sarcoma; Cohort study; Sarcoma; Radiology; Oncology; Internal medicine; Surgery; 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":[0.003598644,0.0005364957,0.0005619319,0.0005386334,0.0003456675,0.000933288,0.0008756997,0.0005856276,0.001640828],"category_scores_gemma":[0.004476928,0.0005537965,0.001883678,0.0005841756,0.0003555994,0.0004574225,0.000886804,0.0007153061,0.0002618121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423793,"about_ca_system_score_gemma":0.000542316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009478905,"about_ca_topic_score_gemma":0.008282581,"domain_scores_codex":[0.9987398,0.0006492761,0.00007033219,0.0003693739,0.00008752214,0.00008368387],"domain_scores_gemma":[0.9957704,0.00143536,0.001136982,0.001094016,0.0002090663,0.0003541631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005696433,0.00004089688,0.997268,0.000006593885,0.0003785929,0.00005796543,0.00005040103,0.0008172462,0.0001343082,0.00002138963,0.00005143972,0.0006035648],"study_design_scores_gemma":[0.00009004418,0.0007956511,0.9769761,0.00001362104,0.000468969,0.000564716,0.0002292377,0.0201561,0.0001666847,0.0001767144,0.0003400746,0.00002206912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999338,0.00005830531,0.0003336957,0.00001938393,0.000003270779,0.000007188996,0.0001857716,0.000002772113,0.00005170562],"genre_scores_gemma":[0.9990952,0.00004023986,0.0002494577,0.000009702691,0.000003967549,0.00001302518,0.0004695792,0.000002368499,0.0001164385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009478905,"threshold_uncertainty_score":0.0190317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04660549595404942,"score_gpt":0.3736360695063886,"score_spread":0.3270305735523391,"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."}}