{"id":"W2039371645","doi":"10.1016/j.soc.2014.06.006","title":"Radiology of Soft Tissue Tumors","year":2014,"lang":"en","type":"review","venue":"Surgical Oncology Clinics of North America","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Soft tissue; Radiology; Biopsy; Radiological weapon; Magnetic resonance imaging; Soft tissue pathology; Ultrasound","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004351144,0.0005017807,0.00886821,0.000259388,0.00003035767,0.000001644736,0.0003225663,0.000676095,0.0003655078],"category_scores_gemma":[0.0004906982,0.000349845,0.001492768,0.0004481745,0.001026461,0.00001416557,0.0001519067,0.0006993001,0.0002012173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001364371,"about_ca_system_score_gemma":0.001182538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004049004,"about_ca_topic_score_gemma":0.0000118213,"domain_scores_codex":[0.9955114,0.0006756088,0.002480676,0.0006233685,0.0002712301,0.0004377266],"domain_scores_gemma":[0.989896,0.006538134,0.002273096,0.0007724175,0.0001968916,0.0003234744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001232423,0.001638606,0.004994141,0.003956299,0.000766159,0.001053735,0.00001059853,0.000001740917,6.168297e-9,0.00004552479,0.0008960133,0.9865139],"study_design_scores_gemma":[0.001352621,0.005009846,0.0006298533,0.001910127,0.002965797,0.0007683026,0.000003738883,0.00000307864,2.160914e-7,0.00001521575,0.987113,0.0002282044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004445733,0.9941223,0.00001519395,0.0001812548,0.0003830915,0.0009169093,0.0001157286,0.00003231711,0.003788578],"genre_scores_gemma":[0.0006453051,0.996904,0.00104096,0.000202206,0.0003187562,0.0001391348,0.0005411492,0.00005844503,0.0001500055],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9862857,"threshold_uncertainty_score":0.9998953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05261946700017341,"score_gpt":0.417059973396785,"score_spread":0.3644405063966116,"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."}}