{"id":"W4385655280","doi":"10.1503/cjs.005122","title":"A prospective Canadian gastroesophageal cancer database: What have we learned?","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Interquartile range; Hazard ratio; Prospective cohort study; Cancer; Lymph node; Adenocarcinoma; Internal medicine; Surgery; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006709546,0.0006272134,0.001378108,0.004082847,0.002226076,0.003397413,0.002723327,0.001469869,0.005323864],"category_scores_gemma":[0.02761917,0.0005395789,0.001296516,0.01251659,0.0009232875,0.002077368,0.001990245,0.001459477,0.00104432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02530543,"about_ca_system_score_gemma":0.05378409,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9327045,"about_ca_topic_score_gemma":0.9583519,"domain_scores_codex":[0.9934765,0.0009970313,0.0008131372,0.0009669228,0.002558236,0.001188194],"domain_scores_gemma":[0.9747108,0.003551968,0.003570626,0.001484006,0.01345629,0.003226315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004448577,0.0001115648,0.8740876,0.002405848,0.0005293103,0.0002026927,0.0008754531,0.0003043983,0.00009391443,0.0006342353,0.07207753,0.04823264],"study_design_scores_gemma":[0.0002070771,0.00009671395,0.9597617,0.002610968,0.0004257931,0.0003466378,0.002055704,0.001215502,0.00008085672,0.0003524061,0.03275234,0.00009447547],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.457794,0.04610345,0.001935259,0.04501728,0.0007817153,0.002046617,0.4281619,0.0003392494,0.0178205],"genre_scores_gemma":[0.7596059,0.02495757,0.006697599,0.009126286,0.0008715637,0.001382479,0.1958826,0.0001117278,0.001364297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06729549,"threshold_uncertainty_score":0.1836047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08840382091295776,"score_gpt":0.3404322535442214,"score_spread":0.2520284326312636,"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."}}