{"id":"W2766741865","doi":"10.2196/resprot.6059","title":"Examining Factors of Engagement With Digital Interventions for Weight Management: Rapid Review","year":2017,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Warwick","keywords":"Psychological intervention; Weight management; Digital health; Behavior change; Intervention (counseling); Behavior change methods; Psychology; User engagement; Applied psychology; Self-management; Medicine; Weight loss; Nursing; Computer science; Health care; Social psychology; Obesity; World Wide Web; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004545975,0.0001769606,0.0004487474,0.0002327688,0.003492875,0.00006090968,0.0009119653,0.000107179,0.0006692375],"category_scores_gemma":[0.000631786,0.0001305027,0.00012515,0.0002221484,0.0002422548,0.0003427143,0.0004988236,0.0008490885,0.0001099135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001506721,"about_ca_system_score_gemma":0.0004034464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001742613,"about_ca_topic_score_gemma":0.00001744277,"domain_scores_codex":[0.9962925,0.0005810173,0.001003051,0.0004676173,0.0006359373,0.00101992],"domain_scores_gemma":[0.9956861,0.0008479406,0.0007585044,0.001593614,0.0007050233,0.0004088155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006408935,0.001394095,0.05139179,0.3483499,0.0001273046,0.00000622745,0.0007143384,2.590016e-7,0.00001937077,0.04029929,0.2465586,0.310498],"study_design_scores_gemma":[0.001898377,0.0009233227,0.01415133,0.06479838,0.000008274344,2.850153e-7,0.0005009422,0.000003779908,0.00001979466,0.0004205968,0.9171649,0.0001099675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002122863,0.0001683293,0.001173701,0.001838247,0.00002179962,0.9430866,0.0001633902,0.0000687815,0.05326686],"genre_scores_gemma":[0.006423574,0.0003956452,0.0009404182,0.0001586089,0.0001226501,0.9862032,0.0000823817,0.0000423903,0.005631116],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.6706064,"threshold_uncertainty_score":0.9978045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6858133076038563,"score_gpt":0.6765882795389218,"score_spread":0.009225028064934526,"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."}}