{"id":"W2027802274","doi":"10.1016/j.amjsurg.2013.12.024","title":"Preoperative computed tomography does not predict resectability in peritoneal carcinomatosis","year":2014,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Intraperitoneal and Appendiceal Malignancies","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Conventional PCI; Peritoneal carcinomatosis; Radiology; Computed tomography; Retrospective cohort study; Cancer; Surgery; Internal medicine; Colorectal cancer","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":[0.001688124,0.0001757857,0.0008883765,0.0002792681,0.0001005028,0.00002801453,0.0001779798,0.00003113042,0.000038448],"category_scores_gemma":[0.0002419208,0.00008953045,0.0003325983,0.0006225263,0.0008028675,0.0001184942,0.00004350828,0.0004368064,0.000003057653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005024428,"about_ca_system_score_gemma":0.0001602002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003489748,"about_ca_topic_score_gemma":0.00001538196,"domain_scores_codex":[0.9978482,0.0004996052,0.0007074421,0.0001686852,0.0004457873,0.0003303365],"domain_scores_gemma":[0.9977511,0.001105687,0.000478936,0.0002600977,0.0002392136,0.0001649319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00183632,0.0002119365,0.9762142,0.00006367241,0.0001098491,0.00009438285,0.001296063,0.00001972299,0.0104681,0.00005768344,0.0002398868,0.009388145],"study_design_scores_gemma":[0.0003458253,0.0005422939,0.9847422,0.0002676173,0.00005936119,0.0004288071,0.001295795,0.0002304321,0.01166183,0.00007533446,0.0002314986,0.0001190604],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953279,0.0001270943,0.00005932734,0.00384901,0.0002978433,0.0001337694,0.000009540429,0.00001868313,0.0001768344],"genre_scores_gemma":[0.99821,0.00005233895,0.000330003,0.0009143325,0.0004523608,0.00000604552,0.000001996244,0.00001609564,0.00001679566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009269085,"threshold_uncertainty_score":0.3650946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01722201249148494,"score_gpt":0.2498381196637992,"score_spread":0.2326161071723142,"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."}}