{"id":"W2609788046","doi":"10.1016/j.ijrobp.2017.01.233","title":"The Toronto Solution: Fat Free With a Side of STRASS","year":2017,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Liposarcoma; Quadrant (abdomen); Radiology; Abdomen; Pancreas; Biopsy; Pelvis; Nuclear medicine; Anatomy; Surgery; Sarcoma; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005074759,0.000355335,0.0003392166,0.0004213379,0.002020231,0.001244984,0.0007352322,0.01046672,0.010143],"category_scores_gemma":[0.004488457,0.0002036065,0.0007544872,0.0002666833,0.001399402,0.00176578,0.001417729,0.0123119,0.003835656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001908251,"about_ca_system_score_gemma":0.002391131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005243076,"about_ca_topic_score_gemma":0.0167509,"domain_scores_codex":[0.9996058,0.00007270337,0.00003235118,0.00004560469,0.0001475717,0.0000960123],"domain_scores_gemma":[0.9993599,0.0002446428,0.00004266078,0.00005883264,0.00005408237,0.0002399302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.0001960337,0.000100344,0.0008901212,0.00008298649,0.0000272153,0.0280843,0.0001898616,0.0003212482,0.0007152781,0.01754188,0.9039426,0.04790808],"study_design_scores_gemma":[0.0001882136,0.0001919769,0.0009330931,0.0002495043,0.00003444159,0.03488224,0.0003418925,0.0004758035,0.0005821183,0.02220981,0.9398679,0.00004298123],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008000252,0.009690961,0.002271555,0.8635537,0.04873165,0.0000475105,0.0001040955,0.0001890601,0.06741115],"genre_scores_gemma":[0.08934355,0.01054036,0.005550709,0.6726211,0.05305956,0.000125848,0.0001714142,0.0002001095,0.1683873],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01046672,"threshold_uncertainty_score":0.03393173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655888655465935,"score_gpt":0.3298775389209003,"score_spread":0.3033186523662409,"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."}}