{"id":"W4386317896","doi":"10.1093/dote/doad052.192","title":"389. DEVELOPING A PROGNOSTICALLY SIGNIFICANT MORPHOLOGICAL CLASSIFICATION SYSTEM FOR ESOPHAGEAL ADENOCARCINOMA","year":2023,"lang":"en","type":"article","venue":"Diseases of the Esophagus","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Toronto General Hospital","funders":"","keywords":"Medicine; Neoadjuvant therapy; Adenocarcinoma; Esophageal adenocarcinoma; Internal medicine; Surgical resection; Gastroenterology; Clinical significance; Pathology; Oncology; 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":[0.001961363,0.0004739584,0.0002758461,0.004133046,0.0004818003,0.0009306268,0.000583895,0.0003087708,0.003575261],"category_scores_gemma":[0.004976857,0.0001565086,0.0004897822,0.001880421,0.0003244891,0.0007711584,0.0008430869,0.0003145669,0.001215611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005572942,"about_ca_system_score_gemma":0.0008168412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001917374,"about_ca_topic_score_gemma":0.002519864,"domain_scores_codex":[0.9992511,0.0002175391,0.0001759231,0.0001022333,0.0001638539,0.00008926434],"domain_scores_gemma":[0.996999,0.0006249168,0.00117692,0.0001573146,0.0006929624,0.0003490024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001481748,0.0000214418,0.9807085,0.00003136033,0.00002193195,0.0001204354,0.00004925398,0.0001778335,0.001714188,0.00009238374,0.0006600674,0.01625437],"study_design_scores_gemma":[0.00001718613,0.0001991309,0.9914205,0.00003089396,0.00005440509,0.001004474,0.0003141621,0.00385207,0.0009185887,0.0003779466,0.001797476,0.00001317575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9870068,0.0008468227,0.005663018,0.0003676345,0.0001171762,0.0001624253,0.001717021,0.0001121632,0.004007092],"genre_scores_gemma":[0.9884911,0.0001279916,0.009391689,0.00002338031,0.00005707741,0.00008395103,0.001418173,0.0000139793,0.0003928081],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004133046,"threshold_uncertainty_score":0.01196045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05363781900508474,"score_gpt":0.3275028218852868,"score_spread":0.273865002880202,"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."}}