{"id":"W4390942280","doi":"10.2196/49373","title":"Effects of mHealth-Based Lifestyle Interventions on Gestational Diabetes Mellitus in Pregnant Women With Overweight and Obesity: Systematic Review and Meta-Analysis","year":2024,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gestational diabetes; mHealth; Overweight; Medicine; CINAHL; Psychological intervention; Cochrane Library; Obesity; MEDLINE; Randomized controlled trial; Meta-analysis; Pregnancy; Gerontology; Family medicine; Nursing; Internal medicine; Gestation","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":[0.01136624,0.002771755,0.0211504,0.006217578,0.0007293139,0.003161134,0.002293999,0.002548299,0.004154774],"category_scores_gemma":[0.0341115,0.001356203,0.02872524,0.006785159,0.0007953592,0.002014404,0.001606529,0.001952823,0.0002242341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003807608,"about_ca_system_score_gemma":0.006313841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008889789,"about_ca_topic_score_gemma":0.01700959,"domain_scores_codex":[0.9926669,0.003135811,0.002356046,0.0005930973,0.0009926974,0.000255454],"domain_scores_gemma":[0.9832569,0.01242544,0.002641339,0.0003231195,0.001153043,0.0002002377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001602619,0.00005344878,0.001009655,0.7864552,0.1924128,0.00008094953,0.0001068456,0.0003269085,0.0001427485,0.0001198506,0.000413829,0.01727519],"study_design_scores_gemma":[0.001166597,0.0004640996,0.002823349,0.113909,0.8783939,0.0001025075,0.00008530557,0.0002370944,0.0001934558,0.0001966669,0.002395961,0.00003204739],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002911436,0.9954022,0.000290472,0.0001223842,0.0001144187,0.0006650651,0.000277033,0.00001864537,0.0001982155],"genre_scores_gemma":[0.07028523,0.9235979,0.001856045,0.0006561896,0.0001757199,0.002728269,0.0003975063,0.00001553255,0.000287559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0211504,"threshold_uncertainty_score":0.06011111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04131276247474611,"score_gpt":0.372666053343364,"score_spread":0.3313532908686179,"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."}}