{"id":"W4367180591","doi":"10.1002/jgh3.12911","title":"Functional gastrointestinal disorders among healthcare professionals—hidden in plain sight?","year":2023,"lang":"en","type":"editorial","venue":"JGH Open","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irritable bowel syndrome; Functional gastrointestinal disorder; Health care; Population; Quality of life (healthcare); Functional constipation; Organic disease; Abdominal pain; Disease; Constipation; Intensive care medicine; Internal medicine; Nursing","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001325137,0.0006202012,0.001078502,0.000432852,0.0002691991,0.0001402593,0.0007430868,0.0005687458,0.0006466528],"category_scores_gemma":[0.00766422,0.0005714927,0.0002519778,0.0006680005,0.0002321908,0.000294754,0.0007726371,0.003405109,0.0005104867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004525579,"about_ca_system_score_gemma":0.002398131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006590284,"about_ca_topic_score_gemma":0.02002729,"domain_scores_codex":[0.9951935,0.0003517961,0.0009189061,0.001166299,0.001436065,0.0009334783],"domain_scores_gemma":[0.9961158,0.002056595,0.000376235,0.0006029257,0.0003722988,0.0004761274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001483369,0.0005872604,0.0511749,0.0007254813,0.00003550103,0.0002888652,0.00012605,0.00001482672,0.000005182266,0.00004291932,0.9441034,0.001412284],"study_design_scores_gemma":[0.0091137,0.002267036,0.5721385,0.01642679,0.0001619284,0.000106958,0.002861428,0.0002220627,0.000002678252,0.002465044,0.3932317,0.001002171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01532137,0.0002392752,0.0001270263,0.02117088,0.9490492,0.006223011,0.0006695553,0.0004615141,0.006738161],"genre_scores_gemma":[0.02487464,0.0001726925,0.006312637,0.0009915264,0.8638173,0.002521276,0.02087371,0.0007482794,0.07968792],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.5508716,"threshold_uncertainty_score":0.9996737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616085710404028,"score_gpt":0.328029298492839,"score_spread":0.3018684413887988,"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."}}