{"id":"W4409337439","doi":"10.5334/ijic.icic24381","title":"E-health Tools in Irritable Bowel Syndrome Management","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irritable bowel syndrome; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008497588,0.0005670749,0.001554235,0.007190536,0.0007927835,0.004582063,0.0009843169,0.003008426,0.01283502],"category_scores_gemma":[0.02750854,0.0003599589,0.001543367,0.00842286,0.001876273,0.004553485,0.002578891,0.001895488,0.001109866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138311,"about_ca_system_score_gemma":0.00803819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003577337,"about_ca_topic_score_gemma":0.006977117,"domain_scores_codex":[0.9918072,0.005206169,0.001173245,0.0002462615,0.001319824,0.000247321],"domain_scores_gemma":[0.9700121,0.02596546,0.00193701,0.0002226877,0.001514681,0.0003480841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002339116,0.0001829427,0.001684242,0.134691,0.0002919919,0.0003714702,0.001725103,0.0002008987,0.0001834109,0.01157401,0.01219352,0.8366675],"study_design_scores_gemma":[0.0003719426,0.0006607663,0.01110022,0.5831202,0.00153378,0.001817328,0.005008181,0.0002718938,0.0004426542,0.01260277,0.3829856,0.00008473511],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001824601,0.9772567,0.0003645778,0.005911506,0.0004699258,0.0001670839,0.0001125747,0.00001156829,0.01388145],"genre_scores_gemma":[0.03545039,0.9550625,0.003401243,0.003598803,0.0004443522,0.0004966848,0.00013812,0.000008204335,0.001399726],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01283502,"threshold_uncertainty_score":0.04494005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812242319447028,"score_gpt":0.4275806185602438,"score_spread":0.3994581953657735,"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."}}