{"id":"W2883454068","doi":"10.2196/10718","title":"Measuring the Quality of Mobile Apps for the Management of Pain: Systematic Search and Evaluation Using the Mobile App Rating Scale","year":2018,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile apps; Rating scale; Scale (ratio); Quality (philosophy); mHealth; Pain management; Computer science; Psychology; Applied psychology; Medicine; World Wide Web; Physical therapy; Psychiatry; Psychological intervention","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03366396,0.001195827,0.007270104,0.01484681,0.0007031503,0.002120544,0.001803673,0.001017158,0.00206357],"category_scores_gemma":[0.1115258,0.0008109516,0.007433303,0.01051744,0.001026406,0.002189473,0.002072013,0.0008095102,0.0002677635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002138736,"about_ca_system_score_gemma":0.006150077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003838565,"about_ca_topic_score_gemma":0.01263847,"domain_scores_codex":[0.962936,0.01281161,0.01450519,0.001357732,0.008037915,0.000351601],"domain_scores_gemma":[0.8585536,0.09809777,0.02554467,0.002239414,0.01462249,0.0009420866],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001330123,0.000142055,0.01764255,0.7773601,0.02602421,0.0002077648,0.001589358,0.0003263727,0.0005421852,0.0003337371,0.002378645,0.172123],"study_design_scores_gemma":[0.002591038,0.003302251,0.09725595,0.7267844,0.1413075,0.00113741,0.002495654,0.001803381,0.0009306942,0.0008621723,0.02120293,0.0003266555],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06614974,0.9025524,0.004194548,0.001442261,0.0002978106,0.01678779,0.005963071,0.0001588614,0.002453596],"genre_scores_gemma":[0.3567974,0.5826239,0.03013231,0.001368113,0.0002945497,0.02439708,0.003625772,0.00006637642,0.0006944361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.966336,"threshold_uncertainty_score":0.1780341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807556820858693,"score_gpt":0.5376577897405806,"score_spread":0.2569021076547113,"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."}}