{"id":"W4231367189","doi":"10.21037/hbsn.2019.02.12","title":"Foreword","year":2019,"lang":"en","type":"article","venue":"HepatoBiliary Surgery and Nutrition","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Cancer Research","funders":"","keywords":"Medicine; Family 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001660848,0.001048981,0.0009531625,0.00146846,0.002050294,0.005027359,0.001859566,0.004188347,0.4706951],"category_scores_gemma":[0.01535011,0.000323397,0.0008750262,0.001059756,0.000953078,0.004071079,0.002393957,0.00612355,0.4196044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00166702,"about_ca_system_score_gemma":0.003054156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001773884,"about_ca_topic_score_gemma":0.0023379,"domain_scores_codex":[0.9982981,0.0002950483,0.0001261392,0.0002672802,0.0008317024,0.0001816782],"domain_scores_gemma":[0.9931091,0.00122902,0.0002639184,0.0003793472,0.003588191,0.001430358],"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":[0.00001854019,0.00001375231,0.00005472685,0.00009209876,0.000001753233,0.00006132315,0.00004140774,0.00001412038,0.00006102672,0.001351434,0.964253,0.03403693],"study_design_scores_gemma":[0.000003697112,0.00001294353,0.00008865236,0.000131425,0.00000150012,0.0001855833,0.00007739849,0.00001075456,0.00004180606,0.0009809398,0.9984618,0.000003528424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009711191,0.01841323,0.003322686,0.1897016,0.3662955,0.0004404508,0.003155501,0.00164138,0.4160585],"genre_scores_gemma":[0.006027235,0.01255419,0.002103159,0.09147707,0.0676794,0.0003551878,0.003142161,0.001166577,0.8154951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5293049,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01345190402478026,"score_gpt":0.2149617029040231,"score_spread":0.2015097988792428,"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."}}