{"id":"W1901731335","doi":"10.1111/nyas.12523","title":"Progression of esophageal dysplasia to cancer","year":2014,"lang":"en","type":"article","venue":"Annals of the New York Academy of Sciences","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Esophagus; Dysplasia; Adenocarcinoma; Cancer; Medicine; Pathology; Esophageal cancer; Carcinoma; Barrett's esophagus; Esophageal adenocarcinoma; Internal medicine; Oncology","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":[0.00156962,0.0001593813,0.0002806853,0.0009553945,0.0006007539,0.0008663116,0.0004028716,0.002501186,0.00347603],"category_scores_gemma":[0.006750531,0.00007617981,0.0005968687,0.0006800629,0.0005435689,0.0005542117,0.0005863598,0.002529319,0.0007385771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006987117,"about_ca_system_score_gemma":0.0009276209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003582654,"about_ca_topic_score_gemma":0.01005766,"domain_scores_codex":[0.9991097,0.000158191,0.0001548405,0.0001256483,0.0003418738,0.0001098327],"domain_scores_gemma":[0.9962352,0.001493663,0.0005396238,0.0001836219,0.001171472,0.0003763906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004919248,0.00006590234,0.06043091,0.001209139,0.0001235566,0.004923923,0.0008945507,0.0003652183,0.00272279,0.01235179,0.7243192,0.1921012],"study_design_scores_gemma":[0.0000351702,0.0002829909,0.07783708,0.0009293384,0.0001019408,0.006092159,0.0003770005,0.000192555,0.001641345,0.002802211,0.9096552,0.00005306132],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03874897,0.2380292,0.002954507,0.4568143,0.1300399,0.0001837314,0.003453233,0.0003296182,0.1294465],"genre_scores_gemma":[0.4399646,0.1137887,0.00212836,0.2140122,0.1429109,0.0001112768,0.002593599,0.0001053312,0.08438505],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003582654,"threshold_uncertainty_score":0.01162845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09450397952884486,"score_gpt":0.4263757131941495,"score_spread":0.3318717336653046,"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."}}