{"id":"W2801973593","doi":"10.1159/000486720","title":"Actionable Locoregional Relapses after Therapy of Localized Esophageal Cancer: Insights from a Large Cohort","year":2018,"lang":"en","type":"article","venue":"Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"National Cancer Institute","keywords":"Medicine; Cohort; Salvage therapy; Esophageal cancer; Cancer; Radiology; Endoscopy; Adenocarcinoma; Metastasis; Surgery; Internal medicine; Oncology; Chemotherapy","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":[0.00007825175,0.0001323105,0.0004042985,0.00009048316,0.00006767788,0.000004475888,0.00007634053,0.0001480954,0.005533409],"category_scores_gemma":[0.00002179884,0.00009646222,0.0000933242,0.0001557706,0.0002968355,0.00005772908,0.00004035051,0.0001629426,0.0001292041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003859419,"about_ca_system_score_gemma":0.0007836173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002063385,"about_ca_topic_score_gemma":0.000857494,"domain_scores_codex":[0.9988162,0.00008894013,0.0002140129,0.0002896271,0.0003047699,0.0002864386],"domain_scores_gemma":[0.9991607,0.0001089373,0.00008387345,0.000242509,0.0002261203,0.0001778262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02102851,0.003460174,0.9178228,0.00004415508,0.001605776,0.001531773,0.0009341248,0.000001597485,0.001717291,0.001382823,0.02494883,0.02552211],"study_design_scores_gemma":[0.01432856,0.008551504,0.6198707,0.00007739512,0.0001210749,0.00004553203,0.00008367075,0.00008522933,0.02522296,0.001850805,0.3296142,0.0001483786],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97203,0.02045025,0.0001112636,0.001307404,0.0003198412,0.0006409778,0.00009661389,0.00003816445,0.005005501],"genre_scores_gemma":[0.9932629,0.002179378,0.0004615222,0.001297178,0.0006423632,0.0004203134,0.00007796073,0.00001902544,0.001639323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3046653,"threshold_uncertainty_score":0.9953757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292185919094723,"score_gpt":0.3555991598435051,"score_spread":0.3326773006525579,"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."}}