{"id":"W2766008704","doi":"10.1093/icvts/ivx280.030","title":"F-030DEVELOPMENT OF A CLINICAL SCORE TO DISTINGUISH MALIGNANT FROM BENIGN OESOPHAGEAL DISEASE IN AN UNDIAGNOSED PATIENT POPULATION REFERRED TO AN OESOPHAGEAL DIAGNOSTIC ASSESSMENT PROGRAMME","year":2017,"lang":"en","type":"article","venue":"Interactive Cardiovascular and Thoracic Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Disease; Esophagus; Population; Esophageal disease; Internal medicine","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":[0.002892134,0.0003758386,0.000397104,0.001631288,0.0002567928,0.0008441355,0.0004310805,0.0004660973,0.003910259],"category_scores_gemma":[0.009927116,0.0001701559,0.0009935838,0.0009131068,0.000301015,0.0004957013,0.0007812119,0.0004506119,0.001242229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000690553,"about_ca_system_score_gemma":0.0008426054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914255,"about_ca_topic_score_gemma":0.003457857,"domain_scores_codex":[0.9986033,0.0006168533,0.0002285208,0.0001064448,0.0002841876,0.0001607491],"domain_scores_gemma":[0.9945772,0.002057384,0.001489366,0.0001508591,0.001166083,0.0005590826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001482674,0.00005722992,0.9931201,0.00002321215,0.00003559357,0.00005328507,0.00003264422,0.0002539167,0.0001023231,0.0000308631,0.0006388573,0.005503811],"study_design_scores_gemma":[0.00004230828,0.000743175,0.9916687,0.00003695557,0.00004250365,0.0005788415,0.0001810944,0.005307473,0.0002816462,0.00007674019,0.001032097,0.000008422801],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921182,0.0001906119,0.001745829,0.0002442548,0.00003989131,0.0001642697,0.001847153,0.00005769543,0.003592108],"genre_scores_gemma":[0.9955765,0.00005250012,0.002350118,0.00003404533,0.00001541394,0.00009308891,0.001461184,0.00000673896,0.0004104433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003910259,"threshold_uncertainty_score":0.01529527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.112612310410353,"score_gpt":0.4398255591756992,"score_spread":0.3272132487653461,"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."}}