{"id":"W2783127432","doi":"10.2196/mhealth.8873","title":"The Impact of mHealth Interventions: Systematic Review of Systematic Reviews","year":2018,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":1267,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Pan American Health Organization; World Health Organization","keywords":"mHealth; Medicine; Psychological intervention; Systematic review; Checklist; Health care; Family medicine; MEDLINE; Nursing; Psychology","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":[0.03418692,0.003116421,0.01623948,0.01956723,0.001146831,0.003888571,0.002703714,0.00258888,0.004527097],"category_scores_gemma":[0.1408258,0.002347823,0.01442274,0.0181499,0.001881277,0.004280104,0.002898489,0.00206019,0.0004102051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009160421,"about_ca_system_score_gemma":0.02601784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009480513,"about_ca_topic_score_gemma":0.02476639,"domain_scores_codex":[0.9504586,0.01978497,0.01855375,0.002709877,0.007561869,0.0009308534],"domain_scores_gemma":[0.8921787,0.07449906,0.02184192,0.001804119,0.008960045,0.0007161633],"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":[0.0001395428,0.00001051292,0.0005066079,0.9767951,0.01133549,0.00004938528,0.0001536644,0.00007513977,0.00009490644,0.00009836115,0.0005451379,0.01019621],"study_design_scores_gemma":[0.0003868908,0.0002007064,0.00290647,0.8696113,0.1193239,0.0001768431,0.0002611286,0.000120104,0.0002643358,0.0002500765,0.006458609,0.00003957453],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001883135,0.9929028,0.000663029,0.0004357747,0.0002367293,0.002514443,0.00100699,0.00003322371,0.000323929],"genre_scores_gemma":[0.039095,0.9462684,0.004661191,0.0009438848,0.0001862008,0.007930518,0.0006882367,0.00002239712,0.0002041306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03418692,"threshold_uncertainty_score":0.1807998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3091973576481916,"score_gpt":0.5985756771253212,"score_spread":0.2893783194771297,"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."}}