{"id":"W4309347206","doi":"10.1016/j.clon.2022.11.003","title":"18F-Fluorodeoxyglucose Positron Emission Tomography Parameters can Predict Long-Term Outcome Following Trimodality Treatment for Oesophageal Cancer","year":2022,"lang":"en","type":"article","venue":"Clinical Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"Alberta Cancer Foundation","keywords":"Medicine; Positron emission tomography; Standardized uptake value; Nuclear medicine; Proportional hazards model; Fluorodeoxyglucose; Cancer; Survival analysis; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001250164,0.000350187,0.001353942,0.0001679031,0.0004391252,0.00001868701,0.0002508158,0.0001971109,0.0002935331],"category_scores_gemma":[0.0003135307,0.0002714539,0.001440697,0.0002874264,0.0001923319,0.00005550632,0.0001882233,0.0006357887,0.000005750517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00272884,"about_ca_system_score_gemma":0.001608917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007880788,"about_ca_topic_score_gemma":0.0003358286,"domain_scores_codex":[0.9959213,0.0006669593,0.001154786,0.0008966894,0.0005349105,0.0008253151],"domain_scores_gemma":[0.9967439,0.001387767,0.0002997272,0.0005815482,0.0000842146,0.0009029135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006114681,0.003686128,0.8683075,0.00005771015,0.001128491,0.001606088,0.00009471428,0.00001677727,0.00005303518,0.00001651175,0.0008454177,0.1180729],"study_design_scores_gemma":[0.02734838,0.04240393,0.9248267,0.00003757958,0.001451437,0.00006182436,0.00006068699,0.0001451658,0.0007752565,0.0001738418,0.002458157,0.0002569778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825049,0.00649655,0.00007341971,0.005706291,0.001565539,0.0029756,0.0003771592,0.0001236073,0.0001768997],"genre_scores_gemma":[0.991933,0.0004072008,0.0007631467,0.001691029,0.00044939,0.003040906,0.0004258168,0.00005333841,0.001236182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.117816,"threshold_uncertainty_score":0.9999738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1542074728061328,"score_gpt":0.4945112373983097,"score_spread":0.3403037645921769,"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."}}