{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005119782,0.0001459062,0.0002613435,0.0001973845,0.00007124328,0.000022532,0.00004276099,0.000100309,0.0004995618],"category_scores_gemma":[0.00004159006,0.0001472901,0.0001129261,0.0002799245,0.0000515048,0.0004865363,0.0000271275,0.0001146159,0.002772121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003217632,"about_ca_system_score_gemma":0.00002147145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002713667,"about_ca_topic_score_gemma":0.000009979227,"domain_scores_codex":[0.998881,0.0001094696,0.0002379103,0.0003216251,0.000173757,0.0002761804],"domain_scores_gemma":[0.9991149,0.0004130073,0.00006791364,0.0002521733,0.00004876953,0.0001032948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004424318,0.0003723851,0.9450841,0.0003496535,0.0000198587,0.0000227556,0.0000484114,4.101591e-7,0.009034662,0.0009199331,0.03874915,0.00495625],"study_design_scores_gemma":[0.00315275,0.0003993406,0.5213619,0.001460507,0.00009225408,0.0004539182,0.000500284,0.005735909,0.03600365,0.01711222,0.4118795,0.001847736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968523,0.0009760445,0.0000101458,0.0001450024,0.0003449257,0.0004134857,0.00009458562,0.0002182605,0.0009452654],"genre_scores_gemma":[0.9986871,0.0003960125,0.00008788471,0.0001741207,0.0001081876,0.000064939,0.0001462771,0.00003994221,0.000295519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4237222,"threshold_uncertainty_score":0.9980043,"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."}}