{"id":"W4292836297","doi":"10.1111/jgh.15983","title":"Need for improvement in the evaluation of pre‐malignant upper gastro‐intestinal lesions in India: Results of a nationwide survey","year":2022,"lang":"en","type":"article","venue":"Journal of Gastroenterology and Hepatology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Medicine; Gastro-; Endoscopy; Upper gastrointestinal endoscopy; Upper endoscopy; General surgery; Surgery; 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":[0.001181534,0.0001237635,0.0001682506,0.0005306557,0.0003473347,0.0006035658,0.0004963221,0.0004677877,0.001198078],"category_scores_gemma":[0.003743724,0.000179399,0.0004099278,0.001341573,0.000288884,0.0004288482,0.0006030423,0.0006013182,0.0002285893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006095402,"about_ca_system_score_gemma":0.001772375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03146829,"about_ca_topic_score_gemma":0.02815327,"domain_scores_codex":[0.9987993,0.0003488699,0.000200325,0.000110638,0.000261871,0.0002790302],"domain_scores_gemma":[0.9958454,0.0006762041,0.001879708,0.0002101323,0.0007786733,0.0006099721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002088834,0.00004959686,0.9952412,0.0001006757,0.00001540281,0.00008625143,0.0007113722,0.00003771076,0.0001472378,0.00001768618,0.0003460896,0.003225893],"study_design_scores_gemma":[9.358196e-7,0.00002981988,0.9988091,0.00001382332,0.000006212249,0.00005164406,0.0008445292,0.00002701519,0.00001924853,0.000002998738,0.0001927406,0.000001894255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996385,0.0002621612,0.00009441232,0.001044874,0.0000114398,0.00004312662,0.0009213489,0.00001343464,0.001224261],"genre_scores_gemma":[0.9987677,0.0002701349,0.0001654074,0.000232973,0.000009321169,0.00003015086,0.0003521359,0.000001932427,0.0001702521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03146829,"threshold_uncertainty_score":0.06257021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05323803279149024,"score_gpt":0.3603680096626097,"score_spread":0.3071299768711194,"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."}}