{"id":"W1536646210","doi":"10.3747/co.v13i1.76","title":"Biomarkers in the Molecular Pathogenesis of Esophageal (Barrett) Adenocarcinoma","year":2006,"lang":"en","type":"article","venue":"Current Oncology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Esophagus; Medicine; GERD; Dysplasia; Barrett's esophagus; Malignancy; Adenocarcinoma; Metaplasia; Gastroenterology; Intestinal metaplasia; Internal medicine; Pathology; Disease; Cancer; Reflux","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002127594,0.0007846716,0.0008038411,0.002442308,0.0003437003,0.001732014,0.0004891591,0.0008741307,0.0009630434],"category_scores_gemma":[0.00261897,0.0002886315,0.000420653,0.002244164,0.0004849082,0.001133832,0.000556941,0.0008385829,0.0003841738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006487544,"about_ca_system_score_gemma":0.0004977674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001046045,"about_ca_topic_score_gemma":0.001147275,"domain_scores_codex":[0.9993805,0.0002948647,0.00007297064,0.00007215091,0.0001403495,0.00003910801],"domain_scores_gemma":[0.9989195,0.0002741756,0.0004992515,0.00003951147,0.0001911201,0.00007647346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001597116,0.0006442713,0.5853525,0.002714319,0.000831281,0.001194769,0.0002558134,0.005842326,0.03422458,0.01295743,0.005262739,0.3491228],"study_design_scores_gemma":[0.0001784201,0.003047459,0.7980797,0.00201709,0.001654315,0.00553978,0.0006918442,0.0187438,0.02674173,0.02646529,0.1166982,0.0001423234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3052146,0.6576653,0.01739686,0.006241902,0.001146086,0.000287683,0.001805188,0.0002430782,0.009999298],"genre_scores_gemma":[0.8384832,0.1356443,0.01929323,0.001019246,0.001001409,0.0002003311,0.001222733,0.00002198475,0.003113534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002442308,"threshold_uncertainty_score":0.01125187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05516546968899521,"score_gpt":0.3852885863639795,"score_spread":0.3301231166749843,"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."}}