{"id":"W3019268342","doi":"10.1053/j.gastro.2019.07.053","title":"Spotlight: Laboratory Evaluation of Functional Diarrhea and Diarrhea-Predominant Irritable Bowel Syndrome in Adults (IBS-D)","year":2019,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Gastrointestinal motility and disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Irritable bowel syndrome; Diarrhea; Medicine; Gastroenterology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005095022,0.001027549,0.0009400737,0.001718939,0.0003585279,0.001092607,0.0005292164,0.00136066,0.009096325],"category_scores_gemma":[0.002258991,0.0001959353,0.000419348,0.0006638856,0.0002611027,0.0009056816,0.000635498,0.001125405,0.00309476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003350772,"about_ca_system_score_gemma":0.0006538265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349165,"about_ca_topic_score_gemma":0.001935172,"domain_scores_codex":[0.9996253,0.00007572831,0.00007715191,0.00004406053,0.0001117528,0.00006603673],"domain_scores_gemma":[0.9986869,0.0001982677,0.0001989244,0.00003624745,0.0004388237,0.0004409262],"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":[0.003819427,0.0006880711,0.3033314,0.001215297,0.0002209772,0.01506598,0.0001111624,0.000215637,0.00823044,0.0006851697,0.3907419,0.2756745],"study_design_scores_gemma":[0.001469277,0.00393479,0.737114,0.002935646,0.0005303283,0.05808272,0.0009601641,0.001816809,0.009075037,0.001539293,0.1823669,0.0001751616],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4959349,0.1570306,0.007973458,0.09217022,0.02608671,0.00150048,0.01839214,0.00470404,0.1962074],"genre_scores_gemma":[0.8332492,0.04301723,0.01288065,0.03438214,0.02694323,0.000595329,0.01368294,0.0003494406,0.03489973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009096325,"threshold_uncertainty_score":0.03043026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021564325690596,"score_gpt":0.2325659364791459,"score_spread":0.22235029322224,"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."}}