{"id":"W4306717303","doi":"","title":"Taking the Next Steps in Endoscopic Visual Assessment of Barrett’s Esophagus: A Pilot Study","year":2021,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Barrett's esophagus; Medicine; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001820738,0.0003695709,0.0003042899,0.0002598282,0.00047396,0.0003641999,0.0003485703,0.0006437417,0.0013981],"category_scores_gemma":[0.00318806,0.0002554415,0.0004967649,0.0001748922,0.0003770771,0.000656743,0.0004181682,0.0005992042,0.0003238731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003115726,"about_ca_system_score_gemma":0.0004529167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002772576,"about_ca_topic_score_gemma":0.004344879,"domain_scores_codex":[0.9995556,0.000214921,0.00003040644,0.00005518038,0.00006400566,0.00007981464],"domain_scores_gemma":[0.9980888,0.0005429803,0.0002084477,0.0001670706,0.0003185372,0.0006741812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03853882,0.06183651,0.8282702,0.000224323,0.000186086,0.001629956,0.004475419,0.0002732888,0.009602851,0.00009383765,0.0006467689,0.054222],"study_design_scores_gemma":[0.002128671,0.1762903,0.8146093,0.00003372575,0.0000979105,0.0007527791,0.002978605,0.001036132,0.00115989,0.00006328392,0.0008026079,0.00004680053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996688,0.00003595558,0.00003892029,0.00001110336,0.000003710979,0.00008922819,0.00001153844,0.000001105105,0.0001396246],"genre_scores_gemma":[0.9991331,0.00007029194,0.0002999247,0.00003480663,0.00001067305,0.0001514803,0.00005292073,0.00000114988,0.0002457322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002772576,"threshold_uncertainty_score":0.00962913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3879708236761349,"score_gpt":0.6218643583353458,"score_spread":0.2338935346592109,"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."}}