{"id":"W2735134631","doi":"10.1056/nejm-jw.na44557","title":"Updated Guideline for the Management of Dyspepsia","year":2017,"lang":"en","type":"article","venue":"Journal watch","topic":"Helicobacter pylori-related gastroenterology studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Guideline; Intensive care medicine; Pathology","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":[0.0004836824,0.0001030527,0.000246086,0.00002728949,0.0004725511,0.00003096975,0.000261196,0.00004983433,0.00006743073],"category_scores_gemma":[0.00006245812,0.00005733109,0.0001200551,0.00003024815,0.000111576,0.00006686156,0.0001193339,0.0002485049,0.00001291638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004595158,"about_ca_system_score_gemma":0.00001627087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007459254,"about_ca_topic_score_gemma":0.000005079488,"domain_scores_codex":[0.9989961,0.00001515481,0.0004703876,0.0001038072,0.0001799601,0.0002345442],"domain_scores_gemma":[0.998731,0.00002207337,0.0003721613,0.0004521357,0.000351227,0.00007137943],"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":[0.001384619,0.0002256037,0.06617923,0.00009033011,0.00693972,0.0004797947,0.0005215118,0.00003425103,0.001489591,0.0001589054,0.8692276,0.05326882],"study_design_scores_gemma":[0.006918467,0.001052666,0.2036086,0.0003043296,0.001960739,0.001585027,0.0008632488,0.0004436243,0.001622984,0.0005927504,0.780916,0.0001315932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5732043,0.0004202277,0.002879892,0.4197896,0.001103169,0.000599334,0.00001287696,0.00002059357,0.001969954],"genre_scores_gemma":[0.9749556,0.002439602,0.01517583,0.002263925,0.0005504235,0.00002060969,0.000007271265,0.00003055254,0.004556175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4175257,"threshold_uncertainty_score":0.3634529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430658615708692,"score_gpt":0.3386962378810764,"score_spread":0.3043896517239895,"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."}}