{"id":"W1991688950","doi":"10.1016/j.jamcollsurg.2013.03.015","title":"Predicting Lymph Node Metastases in Early Esophageal Adenocarcinoma Using a Simple Scoring System","year":2013,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University Health Network; McGill University Health Centre","funders":"","keywords":"Medicine; Lymphovascular invasion; Adenocarcinoma; Esophageal adenocarcinoma; Multivariate analysis; Odds ratio; Neoadjuvant therapy; Lymph node; Univariate analysis; Esophageal Neoplasm; Internal medicine; Esophagectomy; Radiology; Esophageal cancer; Oncology; Metastasis; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002213124,0.0006925368,0.0004969548,0.00206878,0.0001579315,0.0004926778,0.000438828,0.0003438165,0.001084132],"category_scores_gemma":[0.006005238,0.0001824546,0.0005026269,0.0009270633,0.0002548637,0.0005287565,0.0006224974,0.0002609568,0.0003567694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003028007,"about_ca_system_score_gemma":0.0004459058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169939,"about_ca_topic_score_gemma":0.00286202,"domain_scores_codex":[0.9992772,0.000266343,0.0001396776,0.00006874692,0.0002010992,0.00004689063],"domain_scores_gemma":[0.996295,0.001034302,0.001482086,0.0001155595,0.0006956503,0.0003773707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002552229,0.00003545348,0.9874956,0.00004513028,0.00007066269,0.00007198,0.00001970656,0.0009326608,0.0007654217,0.00001878105,0.0002635054,0.01002605],"study_design_scores_gemma":[0.00009801444,0.001414128,0.9709601,0.00004491118,0.0001500656,0.001665218,0.00009717668,0.0237173,0.001047642,0.0002438215,0.0005312292,0.00003033955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960626,0.000398869,0.002660653,0.00005474731,0.00002003518,0.00008314131,0.0002935096,0.00002782806,0.000398645],"genre_scores_gemma":[0.9937324,0.0001294987,0.005353674,0.00001255213,0.00002369028,0.00004483533,0.0005795811,0.00000306894,0.0001205675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002213124,"threshold_uncertainty_score":0.01170427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497163455772084,"score_gpt":0.2892919061397665,"score_spread":0.2643202715820456,"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."}}