{"id":"W2012548822","doi":"10.1007/s12029-014-9601-3","title":"Patterns of Surveillance Following Curative Intent Therapy for Gastroesophageal Cancer","year":2014,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Cancer","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Medicine; Cohort; Chemoradiotherapy; Cancer; Internal medicine; Population; Radiation therapy; Cancer registry; Cohort study; Surveillance, Epidemiology, and End Results; Surgery; Oncology","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":[0.0005841837,0.0002276323,0.0007050839,0.0001571452,0.0000590526,0.00001848073,0.0001714365,0.00002781538,0.0001731803],"category_scores_gemma":[0.000297067,0.0001589071,0.000509975,0.0001321596,0.00005494736,0.0001297017,0.00002612593,0.0003164932,9.549032e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003707286,"about_ca_system_score_gemma":0.0005243467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002803529,"about_ca_topic_score_gemma":0.0001315789,"domain_scores_codex":[0.998017,0.0000907108,0.0006308058,0.0002063565,0.0006205944,0.0004345466],"domain_scores_gemma":[0.9976503,0.0002452145,0.0006265988,0.0001710249,0.0009966149,0.000310258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004633339,0.0002721676,0.9665672,0.0001593532,0.0003521061,0.0001446427,0.000125995,0.0001872344,0.00430966,0.00003054734,0.0007484794,0.02246929],"study_design_scores_gemma":[0.01888014,0.02644856,0.9220408,0.003877168,0.0002420327,0.001278146,0.0002913961,0.0005631455,0.02478105,0.0002053534,0.001139743,0.0002524993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638878,0.00683877,0.0255219,0.002570331,0.0003813023,0.0006135522,0.0001115101,0.00001381447,0.00006104692],"genre_scores_gemma":[0.992902,0.0004388869,0.005427413,0.00026775,0.0006788623,0.00008079,0.00000553598,0.00003470519,0.0001640646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04452642,"threshold_uncertainty_score":0.6480043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0333767788403463,"score_gpt":0.3573448915199025,"score_spread":0.3239681126795562,"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."}}