{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005848943,0.0001664246,0.001412768,0.0002194429,0.0002444307,0.00002129157,0.0001203644,0.00005115638,0.00002095452],"category_scores_gemma":[0.0004924171,0.0001265253,0.0002707854,0.00006271481,0.0002231394,0.00009197537,0.00005906136,0.0001207396,0.000001230153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009876271,"about_ca_system_score_gemma":0.0003070525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002007879,"about_ca_topic_score_gemma":0.000009235697,"domain_scores_codex":[0.9974385,0.0003733847,0.0009858628,0.0003033655,0.000501601,0.0003972975],"domain_scores_gemma":[0.9968657,0.001160303,0.0009768682,0.0003125147,0.0003598788,0.0003246838],"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":[0.8908177,0.001459415,0.0003211554,0.04239065,0.0004225366,0.000001555684,0.00006282843,0.000004519621,0.00006708938,0.05781252,0.0001851185,0.006454899],"study_design_scores_gemma":[0.8649521,0.004302557,0.1251337,0.00115246,0.0003739588,0.000001120968,0.0000621049,0.001312518,0.00004650265,0.002435816,0.0001477109,0.00007947885],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484956,0.001103758,0.01840985,0.003106088,0.0004607897,0.02663109,0.000145752,0.00002395365,0.001623082],"genre_scores_gemma":[0.991855,0.001343075,0.003106551,0.000105663,0.00008663402,0.002810043,0.0001880351,0.00001742225,0.0004875982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1248125,"threshold_uncertainty_score":0.515955,"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."}}