{"id":"W4225400650","doi":"10.2196/31102","title":"Review and Analysis of German Mobile Apps for Inflammatory Bowel Disease Management Using the Mobile Application Rating Scale: Systematic Search in App Stores and Content Analysis","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"App store; Mobile apps; German; Android (operating system); mHealth; Medicine; Inflammatory bowel disease; Smartphone app; World Wide Web; Computer science; Multimedia; Internet privacy; Disease; Internal medicine; Nursing; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.007704099,0.001407153,0.006074383,0.02281387,0.0007498411,0.00229912,0.00171957,0.001155201,0.004213773],"category_scores_gemma":[0.04192827,0.0008270958,0.00500729,0.01820937,0.0009166005,0.002111767,0.002063329,0.0007076841,0.0004364255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002826488,"about_ca_system_score_gemma":0.01008175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006554319,"about_ca_topic_score_gemma":0.01815866,"domain_scores_codex":[0.9898165,0.003091616,0.004502927,0.0006176766,0.001711954,0.0002592425],"domain_scores_gemma":[0.9532218,0.03547261,0.006851931,0.0005954389,0.003508898,0.0003493721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001917711,0.0000163223,0.001516633,0.9434028,0.004790822,0.0001897793,0.0005293278,0.00006847538,0.0002346106,0.0001914509,0.001857862,0.04701015],"study_design_scores_gemma":[0.0002031805,0.0001993785,0.01054813,0.9143481,0.04867538,0.0005708571,0.0006550764,0.0001239422,0.0002833805,0.0002756006,0.02406623,0.00005076655],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006022424,0.9882588,0.0005420091,0.0004053004,0.000125752,0.001091198,0.002625036,0.00003176148,0.0008977129],"genre_scores_gemma":[0.03850513,0.9535841,0.002401707,0.0008357652,0.0001056841,0.002540114,0.00165625,0.00002700085,0.0003442301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02281387,"threshold_uncertainty_score":0.04074365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181585510438803,"score_gpt":0.4681779872067337,"score_spread":0.3863621321023457,"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."}}