{"id":"W2047097182","doi":"10.2196/mhealth.3335","title":"Behavioral Functionality of Mobile Apps in Health Interventions: A Systematic Review of the Literature","year":2015,"lang":"en","type":"review","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":583,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mobile phone; Psychological intervention; mHealth; Internet privacy; Mobile device; Phone; Mobile technology; Mobile apps; Computer science; Medicine; World Wide Web; 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":[0.01443836,0.001817448,0.007088325,0.01407776,0.001055876,0.003306325,0.001930733,0.002250577,0.004093247],"category_scores_gemma":[0.06299366,0.001354605,0.007570876,0.01124323,0.001125085,0.003184372,0.002035093,0.001750692,0.0003531035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005563587,"about_ca_system_score_gemma":0.02157323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009414937,"about_ca_topic_score_gemma":0.02775776,"domain_scores_codex":[0.9857138,0.005513569,0.004779598,0.0007815356,0.002889182,0.0003223962],"domain_scores_gemma":[0.9469848,0.04143776,0.006426406,0.0006230625,0.004058773,0.0004690939],"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":[0.0001363366,0.00003963571,0.0004800797,0.9275184,0.002727825,0.00006652193,0.0003176458,0.00007247076,0.0001035582,0.0001991879,0.0009176465,0.06742068],"study_design_scores_gemma":[0.0001415208,0.0001685559,0.001970331,0.969005,0.01802018,0.0001728921,0.0003086544,0.00007173465,0.0001250827,0.0001522191,0.009839764,0.00002385594],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001056966,0.9970522,0.0002242706,0.0002707199,0.0001234065,0.0006770859,0.0002279925,0.00001030258,0.0003570337],"genre_scores_gemma":[0.01340764,0.9830562,0.001376861,0.0004043257,0.00006425432,0.001426701,0.0001587055,0.000005945011,0.00009941356],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01443836,"threshold_uncertainty_score":0.07635826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1984509827895488,"score_gpt":0.5623222332473579,"score_spread":0.363871250457809,"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."}}