{"id":"W1998888592","doi":"10.5430/jst.v3n1p48","title":"Predictive value of restaging after induction concurrent chemoradiotherapy for locoregionally advanced adenocarcinoma of the esophagus and gastroesophageal junction","year":2012,"lang":"en","type":"article","venue":"Journal of Solid Tumors","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Chemoradiotherapy; Dysphagia; Esophagus; Esophagogastroduodenoscopy; Radiology; Adenocarcinoma; Induction chemotherapy; Endoscopic ultrasound; Stage (stratigraphy); Surgery; Radiation therapy; Endoscopy; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003372714,0.0001231962,0.0003928582,0.0001608735,0.00004250235,0.000004013868,0.00006584301,0.00003821352,0.00001334427],"category_scores_gemma":[0.0000710247,0.00007792871,0.0001763181,0.0001502574,0.0001738622,0.0002068105,0.0000204599,0.0002122128,1.369149e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001925195,"about_ca_system_score_gemma":0.0002093649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006260947,"about_ca_topic_score_gemma":5.763205e-7,"domain_scores_codex":[0.9987378,0.00005289555,0.0004367187,0.0000997293,0.0004453635,0.0002275633],"domain_scores_gemma":[0.9988148,0.00005892452,0.0005275116,0.0001218507,0.0002979457,0.0001789454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005768976,0.000465802,0.9808964,0.000365377,0.0003390358,0.00003572493,0.001228663,0.0001352467,0.002156551,0.0001360529,0.000149853,0.008322299],"study_design_scores_gemma":[0.004083198,0.002668758,0.9407439,0.0003669915,0.000167512,0.0004900375,0.0002555254,0.00009892406,0.05096408,0.0001067404,0.00001195734,0.00004232672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9592686,0.03865547,0.0008263844,0.0003307977,0.0003461357,0.0005340377,0.00002698996,0.000003449251,0.000008167904],"genre_scores_gemma":[0.9984735,0.000173336,0.0007456698,0.00005048446,0.0004683982,0.00002786081,0.000002094899,0.00001706559,0.00004156222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04880753,"threshold_uncertainty_score":0.3177841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532127232485011,"score_gpt":0.3047418987746304,"score_spread":0.2894206264497803,"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."}}