{"id":"W2109449378","doi":"10.1136/gut.47.3.457c","title":"Gastroenterology and Hepatology","year":2000,"lang":"en","type":"article","venue":"Gut","topic":"Gastrointestinal disorders and treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatology; Medicine; Audience measurement; Gastroenterology; Alimentary tract; Internal medicine; Pediatric gastroenterology; Quarter (Canadian coin); Family medicine; General surgery; History; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001041088,0.00004483014,0.0000943323,0.00001613266,0.00001632924,0.00000183119,0.00001122232,0.00001569325,0.0007176157],"category_scores_gemma":[0.00000483835,0.00003559618,0.00001615583,0.000014641,0.00003986247,0.000009587815,0.000005537487,0.0000355688,0.0001637994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004944662,"about_ca_system_score_gemma":0.00000574409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003513044,"about_ca_topic_score_gemma":0.00001730606,"domain_scores_codex":[0.9997103,0.000007921019,0.00005055709,0.00008977686,0.00002535882,0.0001160369],"domain_scores_gemma":[0.9998665,0.000005093988,0.000006847057,0.0000637846,0.000006875459,0.00005083209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000184572,0.00007549858,0.9829326,0.000005282081,0.00001690188,0.0001253975,0.00001722715,1.539432e-7,0.0001160419,0.00004674501,0.0008680102,0.01561158],"study_design_scores_gemma":[0.001602935,0.0009745492,0.9897751,0.000009320971,0.00003740778,0.002015057,0.00001038899,0.00006179787,0.000009389427,0.0002567927,0.005225241,0.0000220539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883868,0.00008766847,0.00001664407,0.001502448,0.00001265327,0.00005360293,0.000001302591,0.00001820043,0.009920718],"genre_scores_gemma":[0.9962134,0.00003814242,0.0008337036,0.001006587,0.00001218288,0.000003831175,0.000006388159,0.000004131007,0.001881658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01558953,"threshold_uncertainty_score":0.7857388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006489260283673272,"score_gpt":0.2343344920914519,"score_spread":0.2278452318077787,"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."}}