{"id":"W4391873629","doi":"10.1093/jcag/gwad061.124","title":"A124 A SYSTEMATIC REVIEW OF THE EFFICACY OF ARTIFICIAL INTELLIGENCE IN IDENTIFYING BARRETT'S ESOPHAGUS NEOPLASIA","year":2024,"lang":"en","type":"review","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":"University of British Columbia","funders":"","keywords":"Barrett's esophagus; Esophagus; Medicine; General surgery; Internal medicine; Adenocarcinoma; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0160885,0.00188237,0.01168823,0.01814155,0.0009596482,0.003855056,0.002315011,0.002168796,0.007218691],"category_scores_gemma":[0.0712994,0.001261278,0.01031903,0.01583881,0.001534783,0.003533869,0.002073865,0.001273928,0.0005176559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006784985,"about_ca_system_score_gemma":0.0171403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008246176,"about_ca_topic_score_gemma":0.0221668,"domain_scores_codex":[0.9766814,0.009143534,0.009015446,0.001193037,0.003557044,0.0004094851],"domain_scores_gemma":[0.9485607,0.03485257,0.01015143,0.0008125699,0.005164112,0.0004585765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001327503,0.00001067803,0.0004219066,0.976675,0.007946557,0.00006819615,0.0001175408,0.00007265871,0.00009741242,0.0001578324,0.0007430544,0.01355632],"study_design_scores_gemma":[0.000282134,0.0002003102,0.002773561,0.9246608,0.06115324,0.0002384182,0.0001821891,0.0001042628,0.0001315089,0.0002565816,0.009985145,0.00003181599],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001821753,0.994366,0.0003620113,0.0004675004,0.0002338319,0.001384104,0.0007733918,0.00001650579,0.0005749684],"genre_scores_gemma":[0.02681052,0.9658813,0.002106128,0.001011803,0.0001646834,0.003176241,0.0005485214,0.0000113027,0.0002895092],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01814155,"threshold_uncertainty_score":0.08508515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751471970794668,"score_gpt":0.3527501369338692,"score_spread":0.3152354172259225,"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."}}