{"id":"W4390063596","doi":"10.1053/j.gastro.2023.12.013","title":"Reply","year":2023,"lang":"en","type":"letter","venue":"Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Fonds de Recherche du Québec - Santé; Boston Scientific Corporation","keywords":"Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008870981,0.0002724386,0.0005671365,0.000258741,0.00003045261,0.00001033207,0.0001645818,0.0004788732,0.0004937709],"category_scores_gemma":[0.00005601178,0.0002396495,0.0002581978,0.00009006025,0.0001289182,0.00001646807,0.00008617888,0.001629027,0.001339025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003848163,"about_ca_system_score_gemma":0.00005005081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004735622,"about_ca_topic_score_gemma":0.00001445529,"domain_scores_codex":[0.9981874,0.00007209625,0.0002969693,0.0005117002,0.000238433,0.0006934574],"domain_scores_gemma":[0.999154,0.00003328417,0.00009497703,0.000585292,0.00006372484,0.00006867141],"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":[0.0001214376,0.00002291248,0.01501332,0.0001350648,0.0001910992,0.002304207,0.00002291657,1.853095e-7,0.00002240666,5.097673e-7,0.9820057,0.000160305],"study_design_scores_gemma":[0.0009414106,0.001051757,0.01257396,0.00004646007,0.0001949709,0.0008562218,0.00001744232,0.000004173739,0.000004472636,0.0000781447,0.984139,0.00009204808],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006002121,0.00003512815,0.00003099946,0.9901336,0.001240047,0.0003191547,0.00003592658,0.0003148387,0.001888176],"genre_scores_gemma":[0.001265832,0.00005150762,0.000109443,0.9789615,0.003718097,0.00006049805,0.001166827,0.00009940349,0.01456694],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01267876,"threshold_uncertainty_score":0.9994385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02000031659140611,"score_gpt":0.260686145852386,"score_spread":0.2406858292609799,"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."}}