{"id":"W4409548230","doi":"10.2196/59884","title":"Trustworthiness of Web-Based Pharmacy Apps in Pakistan Based on the Mobile App Rating Scale: Content Analysis and Quality Evaluation","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"App store; Pharmacy; mHealth; World Wide Web; Internet privacy; Mobile apps; Quality (philosophy); Computer science; Scale (ratio); Smartphone app; Medicine; Psychological intervention; Nursing","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":[0.02272717,0.0003808708,0.001109663,0.004442884,0.001061381,0.001893493,0.0006196172,0.0004289502,0.001328601],"category_scores_gemma":[0.06697783,0.000343077,0.00176909,0.00259315,0.00120591,0.001180852,0.001372239,0.0007209288,0.0002505955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191676,"about_ca_system_score_gemma":0.001954538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003176615,"about_ca_topic_score_gemma":0.004401529,"domain_scores_codex":[0.9834188,0.004178001,0.00317968,0.0009383144,0.007816924,0.0004682326],"domain_scores_gemma":[0.9007092,0.04896865,0.01575353,0.002673141,0.03031146,0.001584022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001047945,0.0004849834,0.8806033,0.001520643,0.0004002142,0.0004333728,0.02035387,0.0003332897,0.001746939,0.0002969058,0.0007929707,0.09198558],"study_design_scores_gemma":[0.0001052354,0.001711135,0.9720455,0.0007344139,0.0004437187,0.0005242981,0.01496793,0.003887015,0.00208065,0.0002620204,0.003117927,0.0001201475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950994,0.0003595306,0.001172235,0.0001336582,0.0000290833,0.0009311714,0.0004228326,0.00002269572,0.001829386],"genre_scores_gemma":[0.9955524,0.0003441711,0.002810569,0.00003610774,0.00002129825,0.0006575519,0.0002882916,0.00001025442,0.0002794788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02272717,"threshold_uncertainty_score":0.1201941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603112704229472,"score_gpt":0.544426609717176,"score_spread":0.3841153392942289,"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."}}