{"id":"W2971760786","doi":"10.2196/12956","title":"Effects of Mobile Health Prompts on Self-Monitoring and Exercise Behaviors Following a Diabetes Prevention Program: Secondary Analysis From a Randomized Controlled Trial","year":2019,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"mHealth; Self-monitoring; Medicine; Physical therapy; Diabetes mellitus; Type 2 diabetes; Randomized controlled trial; Self-management; Behavior change; Aerobic exercise; Activity monitor; Physical activity; Psychology; Psychological intervention; Nursing; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01385732,0.002896873,0.009183743,0.00145554,0.001196339,0.002456246,0.001614331,0.003577075,0.01172222],"category_scores_gemma":[0.02190428,0.001201225,0.01037867,0.001578339,0.001997453,0.002222721,0.001431761,0.00385306,0.0009653879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595535,"about_ca_system_score_gemma":0.003474879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003158812,"about_ca_topic_score_gemma":0.004196676,"domain_scores_codex":[0.9866946,0.007785334,0.001606911,0.001666011,0.0009733069,0.001273791],"domain_scores_gemma":[0.9839162,0.008245271,0.003320465,0.001515923,0.001495596,0.00150652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.9790608,0.006351444,0.00129748,0.001557648,0.00637138,0.0000310243,0.00007289241,0.0001067257,0.0002839362,0.00003937857,0.0003270299,0.004500252],"study_design_scores_gemma":[0.9157732,0.06745012,0.006169231,0.0002074215,0.00924001,0.00001972442,0.00006513371,0.000349448,0.0002291295,0.0001530032,0.0003117804,0.00003165633],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530876,0.008030563,0.002461396,0.0005515021,0.001749003,0.02866765,0.003165167,0.0003376205,0.001949598],"genre_scores_gemma":[0.9526536,0.002591949,0.00389723,0.0008305789,0.001040153,0.03540519,0.001469124,0.00005521155,0.002056855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01385732,"threshold_uncertainty_score":0.0732854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01932586849498507,"score_gpt":0.4220423940186439,"score_spread":0.4027165255236588,"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."}}