{"id":"W7115929552","doi":"10.2196/71435","title":"Identifying and Evaluating Patient-Centered Mobile and Web Apps for Patients With Chronic Spontaneous Urticaria: Systematic Search and Content Analysis","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Urticaria and Related Conditions","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inclusion (mineral); mHealth; Mobile apps; Content analysis; MEDLINE; Mobile device; Disease; The Internet; Telemedicine","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":[0.01684588,0.0009382935,0.005159263,0.02307106,0.0008815537,0.001961076,0.001510024,0.001314683,0.002205919],"category_scores_gemma":[0.05605264,0.0007649226,0.004049987,0.01548871,0.001106088,0.00248049,0.002588072,0.0007930619,0.0003039855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003087149,"about_ca_system_score_gemma":0.01264925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004174124,"about_ca_topic_score_gemma":0.01461198,"domain_scores_codex":[0.9819428,0.00608225,0.007804107,0.001061149,0.002741729,0.0003680407],"domain_scores_gemma":[0.9242553,0.05762604,0.01044612,0.001312409,0.005790353,0.000569822],"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":[0.0008766553,0.0002055135,0.02123143,0.8316582,0.00806068,0.0006230162,0.007357319,0.0002676105,0.001436591,0.0005318486,0.002948051,0.1248031],"study_design_scores_gemma":[0.001517794,0.002038695,0.07609845,0.8027537,0.05904834,0.001757744,0.0120586,0.001315364,0.001605245,0.001358092,0.04019852,0.0002494778],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2065481,0.7166432,0.007200905,0.002591663,0.0002221875,0.04367619,0.01888407,0.0002024173,0.004031169],"genre_scores_gemma":[0.5741123,0.3299299,0.03236077,0.003136222,0.0001843903,0.05155614,0.007606491,0.00009416817,0.001019656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02307106,"threshold_uncertainty_score":0.08909059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05801914545358594,"score_gpt":0.3794069557632313,"score_spread":0.3213878103096454,"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."}}