{"id":"W4321591276","doi":"10.2196/preprints.39093","title":"Design Principles in mHealth Interventions for Sustainable Health Behavior Changes: Protocol for a Systematic Review (Preprint)","year":2022,"lang":"en","type":"review","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"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; Personalization; PsycINFO; Preprint; Computer science; Systematic review; MEDLINE; Medicine; Applied psychology; Psychology; World Wide Web; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0904423,0.00584109,0.01581383,0.01340188,0.004278503,0.007855499,0.004415604,0.007252598,0.08936403],"category_scores_gemma":[0.132802,0.00565036,0.01611855,0.01486741,0.003987668,0.008745017,0.005278071,0.007237316,0.01217551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01562208,"about_ca_system_score_gemma":0.05671219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005711634,"about_ca_topic_score_gemma":0.01245688,"domain_scores_codex":[0.9463497,0.02245178,0.01890843,0.003194666,0.006590447,0.002504877],"domain_scores_gemma":[0.9286656,0.02998829,0.01264131,0.006047767,0.020858,0.001798847],"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":[0.007175693,0.0003882009,0.0006130479,0.8719999,0.002966612,0.0003659207,0.001794181,0.001152232,0.001371222,0.005486118,0.0571495,0.04953745],"study_design_scores_gemma":[0.05145153,0.002996493,0.006585141,0.5539359,0.009890163,0.0003952055,0.002957741,0.001775648,0.00315276,0.01276335,0.3535534,0.0005425153],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0001734972,0.001089658,0.001011156,0.0002348392,0.0002832933,0.9940854,0.00265183,0.00007730169,0.0003929788],"genre_scores_gemma":[0.0001484512,0.000451473,0.001947768,0.0000936281,0.0000142809,0.9969571,0.0002236682,0.000006246009,0.0001574486],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0904423,"threshold_uncertainty_score":0.4783103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5011836239067883,"score_gpt":0.6114784609916719,"score_spread":0.1102948370848836,"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."}}