{"id":"W3135752315","doi":"10.1093/jcag/gwab002.138","title":"A140 OUTCOMES OF ENDOSCOPIC ABLATIVE THERAPY AND SURGICAL MANAGEMENT IN BARRETT’S ESOPHAGUS: DEVELOPMENT OF A MULTIDISCIPLINARY DATABASE","year":2021,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Medicine; Dysplasia; Barrett's esophagus; Intestinal metaplasia; Esophagus; Endoscopic mucosal resection; Dysphagia; Disease; Malignancy; Database; Internal medicine; General surgery; Surgery; Adenocarcinoma; Endoscopy; 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":[0.03659162,0.0003494777,0.001545788,0.006971578,0.0007741713,0.003710591,0.001800838,0.0007922816,0.002866235],"category_scores_gemma":[0.1205589,0.0004915422,0.00246646,0.007558815,0.000408871,0.004046315,0.005433866,0.001173778,0.0005105452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002817306,"about_ca_system_score_gemma":0.005979009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004039391,"about_ca_topic_score_gemma":0.005114159,"domain_scores_codex":[0.9622068,0.01720691,0.01067641,0.003827401,0.005437831,0.000644539],"domain_scores_gemma":[0.8673952,0.05402578,0.03127265,0.009863804,0.03035542,0.007087166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002948588,0.001234649,0.6856165,0.01410087,0.005979422,0.0003151449,0.003003683,0.002353507,0.0004447552,0.004661267,0.0322066,0.2471351],"study_design_scores_gemma":[0.00209486,0.003230217,0.8473656,0.0176913,0.008964228,0.001302702,0.006229966,0.01847216,0.001545056,0.004227119,0.08848128,0.000395708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7436236,0.03258172,0.03212417,0.01423936,0.0009340569,0.01673124,0.1409365,0.0008503278,0.01797905],"genre_scores_gemma":[0.8081781,0.008598023,0.09104493,0.002835257,0.0003493535,0.01552155,0.07260033,0.000149704,0.0007226447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03659162,"threshold_uncertainty_score":0.1935173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344107507849398,"score_gpt":0.3055197050811472,"score_spread":0.2820786300026533,"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."}}