{"id":"W4385880908","doi":"10.2196/51431","title":"A Complex mHealth Coaching Intervention to Prevent Overweight, Obesity, and Diabetes in High-Risk Women in Antenatal Care: Protocol for a Hybrid Type 2 Effectiveness-Implementation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; Universidad de Granada; University College Dublin; Monash University; National Health and Medical Research Council; European Commission; Medical Research Council; Aarhus Universitet","keywords":"mHealth; Overweight; Medicine; Intervention (counseling); Coaching; Protocol (science); Type 2 diabetes; Obesity; Health coaching; Diabetes mellitus; Physical therapy; Gerontology; Psychological intervention; Nursing; Psychology; Alternative medicine; Endocrinology","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":[0.02326087,0.003960222,0.00690787,0.002326002,0.004066204,0.003086666,0.003859549,0.005883478,0.06095577],"category_scores_gemma":[0.02047448,0.003301718,0.006176231,0.002253194,0.002535029,0.00279316,0.002929802,0.006879284,0.008276129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005559357,"about_ca_system_score_gemma":0.01917605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005676103,"about_ca_topic_score_gemma":0.00836332,"domain_scores_codex":[0.9842042,0.008426983,0.002338327,0.001617904,0.001557246,0.001855329],"domain_scores_gemma":[0.990027,0.002703579,0.001451469,0.001246491,0.003097202,0.001474238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.4438725,0.1409346,0.005747281,0.06150946,0.00308513,0.001265182,0.006266626,0.007155548,0.005340222,0.008950097,0.04837023,0.2675032],"study_design_scores_gemma":[0.7202274,0.1095313,0.02243552,0.01554137,0.002057889,0.0002380251,0.002536719,0.003952746,0.003035037,0.005835819,0.114076,0.0005321678],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001672728,0.00006851247,0.0006841265,0.00006862593,0.00005756908,0.9965314,0.0005423444,0.00002529304,0.0003493706],"genre_scores_gemma":[0.0006650945,0.0000482445,0.001332283,0.00003682927,0.000007244668,0.9977266,0.00006226607,0.000001538675,0.0001198144],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06095577,"threshold_uncertainty_score":0.2039173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1518555085197118,"score_gpt":0.5609729257111234,"score_spread":0.4091174171914116,"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."}}