{"id":"W3018571061","doi":"10.1186/s12876-020-01252-9","title":"Impact of symptom severity in patients with diarrhoea-predominant irritable bowel syndrome (IBS-D): results from two separate surveys of HCPs and patients with IBS-D","year":2020,"lang":"en","type":"article","venue":"BMC Gastroenterology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Allergan","keywords":"Medicine; Irritable bowel syndrome; Internal medicine; Quality of life (healthcare); Hepatology; Abdominal pain","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":[0.0002994096,0.000322875,0.0009128097,0.00012499,0.00002743592,0.000007852044,0.0001455427,0.00007582297,0.00003868841],"category_scores_gemma":[0.0003074654,0.0002395229,0.00009532011,0.0001971756,0.0003252233,0.0001464946,0.0001171457,0.0002591018,0.000003428145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005573514,"about_ca_system_score_gemma":0.00009814024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002528499,"about_ca_topic_score_gemma":0.001491871,"domain_scores_codex":[0.9975194,0.0004163103,0.0006729839,0.0005707406,0.000298052,0.0005224671],"domain_scores_gemma":[0.9985354,0.0001577585,0.0004031943,0.0003554613,0.0002501217,0.0002980655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03574684,0.000983238,0.96206,0.0001170704,0.0001366854,0.00002133988,0.0003043457,0.0005029381,0.00003688864,4.771516e-7,0.00003198295,0.00005820952],"study_design_scores_gemma":[0.0317524,0.01823238,0.9489291,0.0002319672,0.0001142171,0.00001598914,0.00005356024,0.0005469908,0.00001389763,0.00001021151,5.727694e-7,0.00009872861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975727,0.00001462266,0.0005652341,0.0001042374,0.00002486675,0.0007205005,0.0009542537,0.00001959099,0.00002401752],"genre_scores_gemma":[0.9975812,0.000002232188,0.001820789,0.00007624878,0.000009278068,0.000009075206,0.0004691338,0.00002766279,0.000004421926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01724914,"threshold_uncertainty_score":0.976746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009451748341188781,"score_gpt":0.230314144474366,"score_spread":0.2208623961331772,"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."}}