{"id":"W4389830211","doi":"10.1002/9781119525127.epil","title":"Epilogue","year":2023,"lang":"en","type":"other","venue":"","topic":"Esophageal and GI Pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; General hospital; Medical school; General surgery; Family medicine; Medical education","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004169402,0.0007382157,0.0004653195,0.002016612,0.0008485051,0.002433202,0.0006474726,0.00150431,0.8381198],"category_scores_gemma":[0.003394261,0.0002673082,0.000466988,0.0008299972,0.0003145699,0.0010695,0.001477378,0.001625825,0.6976982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710722,"about_ca_system_score_gemma":0.00116986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259603,"about_ca_topic_score_gemma":0.004451747,"domain_scores_codex":[0.9996961,0.00004803639,0.00001647682,0.00004586414,0.0001291247,0.00006432002],"domain_scores_gemma":[0.9982658,0.0002652265,0.00006591227,0.0001113179,0.0004194318,0.0008722922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003727488,0.00002931397,0.0002133643,0.00007405908,0.000002036385,0.0001371327,0.000007429298,0.00001863818,0.00009352066,0.0006259716,0.938937,0.05982429],"study_design_scores_gemma":[0.0000169357,0.00001421531,0.0003635123,0.00007480414,0.00000198091,0.0002041128,0.0000179339,0.00002625121,0.00005105015,0.0004703324,0.9987552,0.000003591962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005539143,0.001281279,0.0003783349,0.003898968,0.01368083,0.0001457227,0.003601044,0.0008320403,0.9756278],"genre_scores_gemma":[0.001609685,0.0006068394,0.0002091479,0.00269883,0.002560736,0.00004824624,0.001211178,0.000242293,0.9908131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1618802,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02292802583293544,"score_gpt":0.3017355886961354,"score_spread":0.2788075628632,"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."}}