{"id":"W4408585810","doi":"10.1093/bjs/znaf044","title":"Defining resectability criteria for primary retroperitoneal sarcoma: a challenging imperative","year":2025,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Sarcoma; Primary (astronomy); Retroperitoneal space; Radiology; General surgery; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.001108398,0.0001274493,0.0007139032,0.0002094592,0.0001683739,0.00007692783,0.00006089832,0.00007751149,0.00005629965],"category_scores_gemma":[0.001080956,0.0001271218,0.0004492287,0.0001809893,0.00006254768,0.0001590767,0.00003507563,0.0002413655,0.000001268415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002466967,"about_ca_system_score_gemma":0.0003989954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005267111,"about_ca_topic_score_gemma":0.000008766535,"domain_scores_codex":[0.99852,0.0001046415,0.0006844133,0.0001915484,0.0002253772,0.0002739771],"domain_scores_gemma":[0.9979483,0.001170097,0.0001831923,0.0001322956,0.0004477167,0.000118325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001674099,0.001898595,0.5525976,0.0008159082,0.0008579834,0.005127377,0.0002408109,0.000002258999,0.001699959,0.0003294802,0.03302014,0.4017358],"study_design_scores_gemma":[0.002279854,0.0001945012,0.9835078,0.003448604,0.0002100005,0.004387169,0.0003442736,0.00002442531,0.001898478,0.0003046598,0.003257071,0.0001431328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520499,0.04425265,0.0001777412,0.001767427,0.0005755523,0.0002389382,0.00002887543,0.00001762718,0.000891283],"genre_scores_gemma":[0.9946091,0.00234955,0.002214604,0.000471152,0.000231326,0.00003513438,0.0000171836,0.00001846592,0.00005350513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4309103,"threshold_uncertainty_score":0.5183875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03486831957359957,"score_gpt":0.3179621251972606,"score_spread":0.283093805623661,"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."}}