{"id":"W4413809987","doi":"10.2196/79238","title":"Evaluating Characteristics and Quality of Mental Health Apps Available in App Stores for Indian Users: Systematic App Search and Review","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Mental health; mHealth; App store; Smartphone app; Quality (philosophy); Internet privacy; Mobile apps; Psychology; Applied psychology; World Wide Web; Computer science; Psychological intervention; Psychiatry","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":[0.01348213,0.00144881,0.006608143,0.02400147,0.001220116,0.00380619,0.002159373,0.001635231,0.004393189],"category_scores_gemma":[0.06388691,0.001130116,0.006296352,0.01876647,0.00137102,0.003772529,0.003105605,0.0011458,0.0004439633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003827162,"about_ca_system_score_gemma":0.02243933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00999184,"about_ca_topic_score_gemma":0.03786979,"domain_scores_codex":[0.98786,0.002841308,0.006130908,0.0006793519,0.002166752,0.0003216252],"domain_scores_gemma":[0.9418658,0.04240425,0.008251547,0.0008655315,0.00612616,0.0004867059],"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":[0.0001354623,0.00001798546,0.001398783,0.9614405,0.002624569,0.000187033,0.0008585056,0.00005321678,0.0001955681,0.000213877,0.001018159,0.03185633],"study_design_scores_gemma":[0.00009110312,0.0001931193,0.003891332,0.9551562,0.02424002,0.000388055,0.001139463,0.00007057677,0.0002289337,0.0002416074,0.01431844,0.00004110556],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009500759,0.9757001,0.001166562,0.0008190096,0.0002092473,0.005810489,0.004910586,0.00006047614,0.001822754],"genre_scores_gemma":[0.04574266,0.9385719,0.004122132,0.0009706809,0.00009970598,0.008131854,0.001857853,0.00003114624,0.0004720416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02400147,"threshold_uncertainty_score":0.07130116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2306282178775307,"score_gpt":0.5488472482770892,"score_spread":0.3182190303995586,"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."}}