{"id":"W3215647524","doi":"10.1002/9781119413936.ch171","title":"Biopsy of Soft Tissue Masses","year":2021,"lang":"en","type":"other","venue":"Evidence-Based Orthopedics","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Soft tissue; Biopsy; Axilla; Radiology; Incisional biopsy; Soft tissue sarcoma; Surgery; Cancer; Internal medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000186381,0.0004134189,0.0009366852,0.0003410178,0.00002998004,0.00002011041,0.0001431084,0.0004087549,0.01533672],"category_scores_gemma":[0.0005262272,0.000336819,0.0003040461,0.0004269242,0.0001585524,0.00003141585,0.00006069118,0.0002460842,0.0001319611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008356296,"about_ca_system_score_gemma":0.0009889586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005189151,"about_ca_topic_score_gemma":0.0001041333,"domain_scores_codex":[0.9978788,0.0000890123,0.0004513806,0.0005485851,0.0007251544,0.0003070251],"domain_scores_gemma":[0.997912,0.0004166298,0.0003744643,0.0009070471,0.0001627221,0.000227174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001026864,0.001396537,0.3976888,0.003427526,0.0006257619,0.003923289,0.00003233477,0.000006260135,0.0002601734,0.0001551786,0.5206265,0.07175494],"study_design_scores_gemma":[0.001208909,0.0004050149,0.008854596,0.01903478,0.00102753,0.00008472225,0.00002954096,0.00001692286,0.002595892,0.000007058063,0.9663709,0.000364135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.005677263,0.6637465,0.002276249,0.009678844,0.002664801,0.003466542,0.0004243874,0.0007194805,0.3113459],"genre_scores_gemma":[0.03519363,0.02821894,0.03297097,0.003391212,0.003300882,0.0004314597,0.001204985,0.00161887,0.8936691],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6355276,"threshold_uncertainty_score":0.9999084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06101152898064837,"score_gpt":0.3367445704187141,"score_spread":0.2757330414380657,"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."}}