{"id":"W2755851388","doi":"10.2196/mhealth.8228","title":"Effectiveness of SmartMoms, a Novel eHealth Intervention for Management of Gestational Weight Gain: Randomized Controlled Pilot Trial","year":2017,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Office of Research on Women's Health; National Institute of Child Health and Human Development; National Institute of General Medical Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute; National Institutes of Health; National Center for Complementary and Integrative Health; Office of Behavioral and Social Sciences Research; Louisiana Clinical and Translational Science Center","keywords":"Medicine; Randomized controlled trial; Overweight; mHealth; Weight gain; Physical therapy; eHealth; Intervention (counseling); Body mass index; Psychological intervention; Health care; Internal medicine; Body weight; Nursing","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":[0.002455322,0.001242082,0.003200408,0.0005641099,0.0003814355,0.0007749104,0.0008695145,0.001820515,0.008170162],"category_scores_gemma":[0.00395462,0.0006201876,0.002440706,0.0004336807,0.0009735071,0.001101684,0.0007032436,0.001790587,0.0005766783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006583155,"about_ca_system_score_gemma":0.001366779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001288717,"about_ca_topic_score_gemma":0.001577817,"domain_scores_codex":[0.9986221,0.0007090652,0.0001640891,0.0002391447,0.0001309001,0.0001346954],"domain_scores_gemma":[0.9986326,0.0005311682,0.000379855,0.0001077951,0.00008925734,0.0002592334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9693355,0.008611199,0.0006729217,0.001535836,0.001275628,0.00002969957,0.0000427045,0.0001933196,0.0006161071,0.00007256608,0.0004383818,0.01717611],"study_design_scores_gemma":[0.9549322,0.04203501,0.001550786,0.00008678609,0.0007180288,0.0000101582,0.00001568125,0.000218014,0.0001532322,0.00005515181,0.0002184002,0.000006433291],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712667,0.006646225,0.001215821,0.001014565,0.001107635,0.01455709,0.001535447,0.0002544239,0.002402197],"genre_scores_gemma":[0.964725,0.003676494,0.004097206,0.00101178,0.0006866165,0.02302356,0.0008036687,0.00002150809,0.001954192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008170162,"threshold_uncertainty_score":0.02733189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05976505192009104,"score_gpt":0.4215193559332475,"score_spread":0.3617543040131564,"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."}}