{"id":"W4409488003","doi":"10.2196/71071","title":"Mental Health Apps Available in App Stores for Indian Users: Protocol for a Systematic Review","year":2025,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Internet privacy; App store; Checklist; Android (operating system); Medicine; Population; Systematic review; Protocol (science); World Wide Web; Psychology; Computer science; MEDLINE; Alternative medicine; Psychiatry; Environmental health","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":[0.08411297,0.005898269,0.01894216,0.01526088,0.005074858,0.00819219,0.004496702,0.007698185,0.06281728],"category_scores_gemma":[0.1154894,0.006236213,0.01503839,0.01217637,0.005918255,0.009312076,0.005130739,0.007701807,0.009071448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01447686,"about_ca_system_score_gemma":0.07015049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007839991,"about_ca_topic_score_gemma":0.01911349,"domain_scores_codex":[0.9453257,0.02054396,0.01912037,0.004408965,0.007953796,0.002647123],"domain_scores_gemma":[0.9234077,0.02845054,0.01580998,0.007097643,0.02265585,0.0025783],"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":[0.005185242,0.0004388822,0.0008219645,0.9196573,0.002372133,0.0007384527,0.003811324,0.0006924606,0.001502408,0.003864986,0.0314378,0.0294771],"study_design_scores_gemma":[0.03821442,0.002920816,0.007805156,0.6921191,0.01012104,0.0008190161,0.005574015,0.001419915,0.002588988,0.01391863,0.2237377,0.000761128],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.000344893,0.001622409,0.0009468209,0.0003680768,0.0002385153,0.9930737,0.00300219,0.00008022804,0.0003230509],"genre_scores_gemma":[0.0003594661,0.0006671302,0.001726196,0.000173525,0.00001820722,0.9965874,0.0002601361,0.00000733946,0.0002007257],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08411297,"threshold_uncertainty_score":0.4448372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5195306545692818,"score_gpt":0.7018678096199644,"score_spread":0.1823371550506826,"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."}}