{"id":"W4384925073","doi":"10.1097/sla.0000000000006028","title":"Delayed Surgical Intervention After Chemoradiotherapy in Esophageal Cancer","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal General Hospital","funders":"National Institute for Health and Care Research","keywords":"Medicine; Chemoradiotherapy; Esophageal cancer; Intervention (counseling); Oncology; Surgery; General surgery; Cancer; Radiation therapy; Internal medicine; Nursing","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":[0.0005274151,0.000101581,0.0003862269,0.0003444476,0.00001264043,0.000006785873,0.00003689223,0.00005832136,0.0008768133],"category_scores_gemma":[0.00003466734,0.00008458456,0.0002646479,0.0005690932,0.00005254195,0.00007513195,0.00002020589,0.0001108352,0.00004794629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004031745,"about_ca_system_score_gemma":0.0001045157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007414655,"about_ca_topic_score_gemma":0.00007561952,"domain_scores_codex":[0.9988256,0.00005374558,0.000306975,0.0001847909,0.000299443,0.0003295207],"domain_scores_gemma":[0.9994139,0.0001609693,0.00005302039,0.0001565882,0.00008450708,0.0001309982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003559778,0.0004391125,0.8995939,0.0002702121,0.0002195088,0.005490449,0.0001324484,0.000007925356,0.00006483818,0.00001964307,0.01051464,0.07968753],"study_design_scores_gemma":[0.001340069,0.000183555,0.9849558,0.0003261052,0.00001170856,0.00001981419,0.00002188816,0.00007546241,0.01156396,0.0001241246,0.001293719,0.00008378549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784549,0.01811792,0.000001152665,0.002947822,0.00009336477,0.0001685875,0.00003321024,0.00003914101,0.0001438478],"genre_scores_gemma":[0.991465,0.006993715,0.000007486611,0.0002291993,0.0001200093,0.0001634341,0.0000496157,0.00001803832,0.0009535589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08536189,"threshold_uncertainty_score":0.960049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1758106553259501,"score_gpt":0.4332902198954703,"score_spread":0.2574795645695202,"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."}}