{"id":"W2768225915","doi":"10.1503/cjs.005917","title":"Comparison of retroperitoneal liposarcoma extending into the inguinal canal and inguinoscrotal liposarcoma","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Liposarcoma; Inguinal canal; Surgery; Sarcoma; Myxoid liposarcoma; Survival analysis; Soft tissue sarcoma; Soft tissue; Inguinal hernia; Pathology; Hernia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000614051,0.0001703905,0.0006921787,0.0003549754,0.0006141367,0.0001370627,0.0002252114,0.00007881733,0.00006379125],"category_scores_gemma":[0.0008762692,0.000116423,0.0002340898,0.0000858476,0.0004695558,0.0001444343,0.00003671607,0.0003065467,0.000001273685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002071047,"about_ca_system_score_gemma":0.001445986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04061399,"about_ca_topic_score_gemma":0.03335408,"domain_scores_codex":[0.9984956,0.00006799951,0.0006509881,0.0001438259,0.0002995313,0.0003420858],"domain_scores_gemma":[0.9976484,0.0002912102,0.0006691397,0.0003926223,0.0002750491,0.0007236158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007352211,0.00006744405,0.9532517,0.00003649104,0.0001791584,0.001610867,0.001038097,7.398722e-7,0.0002652643,0.0001263647,0.002637276,0.04071312],"study_design_scores_gemma":[0.0005109003,0.0002011507,0.9853092,0.0005769407,0.0001867753,0.00145114,0.0007846568,0.00003150159,0.001688289,0.00005913843,0.009087122,0.0001131297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844056,0.01075333,0.000002537248,0.003568804,0.0006819671,0.0001013122,0.00000833391,0.000002851279,0.0004752392],"genre_scores_gemma":[0.9989291,0.0001467631,0.0002393392,0.000141368,0.0004859332,0.000002827634,0.00000287569,0.00002043741,0.00003128939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04059999,"threshold_uncertainty_score":0.9842847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07580521942407778,"score_gpt":0.3422328557973998,"score_spread":0.266427636373322,"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."}}