{"id":"W4321523615","doi":"10.2196/39093","title":"Design Principles in mHealth Interventions for Sustainable Health Behavior Changes: Protocol for a Systematic Review","year":2023,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University; Concordia University; University of Calgary; Alberta Health Services","funders":"","keywords":"mHealth; Psychological intervention; CINAHL; PsycINFO; Personalization; Systematic review; Behavior change; Behavior change methods; Computer science; MEDLINE; Medicine; Applied psychology; Psychology; World Wide Web; Nursing; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1044066,0.006665656,0.01747853,0.01564334,0.005323972,0.009083458,0.005718668,0.008517534,0.0777147],"category_scores_gemma":[0.1253067,0.006201753,0.01960871,0.01673358,0.005164386,0.01013609,0.00631616,0.0086435,0.01185823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01860075,"about_ca_system_score_gemma":0.06911393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006707284,"about_ca_topic_score_gemma":0.01423972,"domain_scores_codex":[0.9405345,0.02468383,0.01968945,0.003911319,0.008138323,0.00304247],"domain_scores_gemma":[0.9225616,0.0297405,0.01420384,0.007249172,0.02400012,0.002244744],"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":[0.006652415,0.0005761804,0.0006575939,0.8792782,0.002549177,0.0005846927,0.003073497,0.001403962,0.001383067,0.006427485,0.04037912,0.05703474],"study_design_scores_gemma":[0.04408863,0.003190827,0.005094744,0.5955185,0.009079562,0.0006014324,0.00403422,0.00163438,0.002847034,0.01452633,0.318795,0.0005893564],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001656947,0.0011552,0.0009002122,0.0002053616,0.0001834052,0.9951716,0.001772243,0.00005710844,0.0003891678],"genre_scores_gemma":[0.0001521592,0.000568539,0.002316478,0.00007935798,0.00001123711,0.9965035,0.0002009043,0.000005630547,0.0001623109],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1044066,"threshold_uncertainty_score":0.5521615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.876260250719078,"score_gpt":0.7735656615757388,"score_spread":0.1026945891433392,"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."}}