{"id":"W2398157737","doi":"10.2196/mhealth.5197","title":"Impact of an mHealth Platform for Pregnancy on Nutrition and Lifestyle of the Reproductive Population: A Survey","year":2016,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Erasmus Universitair Medisch Centrum Rotterdam; Achmea","keywords":"Pregnancy; mHealth; Medicine; Overweight; Psychological intervention; Body mass index; Population; Health coaching; Fertility; Demography; Gerontology; Environmental health; Nursing; Randomized controlled trial; Internal medicine","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":[0.002699856,0.000187243,0.0002714184,0.0007722898,0.0003448131,0.0004632081,0.0003134455,0.0004872314,0.0008512597],"category_scores_gemma":[0.003995522,0.0003372139,0.0005771234,0.001064495,0.0002664878,0.0006782658,0.0006551085,0.0006193004,0.0004224986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005312511,"about_ca_system_score_gemma":0.0005918386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008344245,"about_ca_topic_score_gemma":0.007809605,"domain_scores_codex":[0.9987484,0.0004131989,0.0002230255,0.0001563219,0.0003270546,0.0001319435],"domain_scores_gemma":[0.9975159,0.0005294137,0.001067597,0.0001542474,0.0003928098,0.0003400118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004271604,0.0001565477,0.9941986,0.00005967389,0.00003710777,0.00004241188,0.0004542574,0.00002603851,0.0001810678,0.000007379019,0.000351363,0.004442823],"study_design_scores_gemma":[0.00000502936,0.0002750002,0.9986338,0.00001524349,0.0000142569,0.00007831176,0.0004657899,0.00007279502,0.00005010433,0.000002937623,0.0003831872,0.000003388947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972114,0.0001488008,0.0001109647,0.00008661203,0.000003909269,0.0001305227,0.001745291,0.000007371654,0.0005551785],"genre_scores_gemma":[0.9965487,0.0003920739,0.0004758027,0.0002377701,0.00001311136,0.0002635636,0.001643786,0.000004269227,0.0004209694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008344245,"threshold_uncertainty_score":0.01659131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09277662665677563,"score_gpt":0.436392509640487,"score_spread":0.3436158829837114,"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."}}