{"id":"W2725122968","doi":"10.18192/uojm.v7i1.2019","title":"Ensuring a Safe and Qualitative Diagnostic Biopsy for Retroperitoneal Sarcomas","year":2017,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Biopsy; Medicine; Sarcoma; Radiology; General surgery; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005863434,0.0001054581,0.00052633,0.0001581626,0.0002150633,0.000005746348,0.0001408163,0.00005164363,0.00006879429],"category_scores_gemma":[0.001653367,0.00008076485,0.0001103748,0.00003249473,0.0005341035,0.0001089936,0.00004095374,0.0001184477,9.934179e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006217493,"about_ca_system_score_gemma":0.00006208799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002969224,"about_ca_topic_score_gemma":0.00002749376,"domain_scores_codex":[0.9991971,0.0000498303,0.0002576847,0.0001120745,0.0002538598,0.0001294559],"domain_scores_gemma":[0.9978729,0.0008257718,0.0005796774,0.0001996888,0.0003328792,0.0001890566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002140523,0.001204421,0.871949,0.0006784745,0.001869523,0.005023319,0.02623791,0.00000306945,0.005650691,0.006158496,0.01658185,0.06250275],"study_design_scores_gemma":[0.02219515,0.003534631,0.9306587,0.00217107,0.00125557,0.001151156,0.01487838,0.000032903,0.0009112613,0.0004235709,0.02264632,0.0001412998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976803,0.003406715,0.0004248121,0.01724602,0.0001691251,0.0002166858,0.00001456246,0.000004044711,0.001715017],"genre_scores_gemma":[0.9937729,0.0008335664,0.004942861,0.00006031548,0.00018363,1.467107e-7,0.000002640658,0.000007792788,0.0001962019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06236145,"threshold_uncertainty_score":0.3293495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04317620449766801,"score_gpt":0.3244383668195827,"score_spread":0.2812621623219146,"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."}}