{"id":"W2972413771","doi":"10.1148/radiol.2019190422","title":"Preoperative CT Classification of the Resectability of Pancreatic Cancer: Interobserver Agreement","year":2019,"lang":"en","type":"article","venue":"Radiology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Radiology; Pancreatic cancer; Confidence interval; Receiver operating characteristic; Retrospective cohort study; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004563823,0.0000725685,0.0005000804,0.00003824799,0.00002090839,8.118443e-7,0.0001428242,0.00005876006,0.001031895],"category_scores_gemma":[0.000274262,0.00004212999,0.00008084993,0.0001311579,0.000341975,0.00002042461,0.00005660309,0.0001594268,0.00001711743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378611,"about_ca_system_score_gemma":0.000305074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004189793,"about_ca_topic_score_gemma":0.0001116795,"domain_scores_codex":[0.9988464,0.0003540611,0.0003260908,0.0001781156,0.0001444845,0.0001509038],"domain_scores_gemma":[0.9988822,0.0002930829,0.0001451489,0.0004785334,0.0001644953,0.00003649548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002744956,0.0001045492,0.9544021,0.0001863518,0.0001688783,7.279868e-7,0.0004124155,0.000003812314,0.04272556,0.001032233,0.0003464801,0.0003423373],"study_design_scores_gemma":[0.0009489094,0.0006317033,0.9903429,0.00009997629,0.0001153187,0.00002002607,0.000198556,0.000924744,0.006388717,0.0001204895,0.0001757582,0.00003293134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916432,0.0004084725,0.00002349707,0.001120459,0.0001246905,0.0008418072,0.0000106954,0.000004460731,0.005822672],"genre_scores_gemma":[0.9976183,0.0001430561,0.0001437165,0.00006855086,0.00002906566,0.0000605983,0.000006014816,0.000004790517,0.00192595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03633684,"threshold_uncertainty_score":0.9998813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0510366235811091,"score_gpt":0.3587238188861814,"score_spread":0.3076871953050723,"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."}}