{"id":"W4414500803","doi":"10.1371/journal.pone.0331913","title":"Effects of digital health counseling and behavioral interventions on weight management during pregnancy and postpartum: A systematic review and meta-analysis of randomized controlled trials","year":2025,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre; Impact","funders":"","keywords":"Psychological intervention; Randomized controlled trial; Pregnancy; Weight management; Digital health; MEDLINE; Weight loss","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02387533,0.003183234,0.02324464,0.008381729,0.000929288,0.004339491,0.002740744,0.002975614,0.004984736],"category_scores_gemma":[0.07599976,0.001941383,0.03335794,0.008742289,0.00120261,0.002782574,0.002026998,0.002752347,0.0003592424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005050712,"about_ca_system_score_gemma":0.008464635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007869291,"about_ca_topic_score_gemma":0.01604502,"domain_scores_codex":[0.9777927,0.010264,0.00746927,0.001535823,0.002522274,0.0004158831],"domain_scores_gemma":[0.9533957,0.03573744,0.007148806,0.000929872,0.002393493,0.0003946667],"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":[0.001672868,0.00003643208,0.0007489375,0.7792537,0.2021554,0.00005368357,0.00008502261,0.0002130018,0.00009900462,0.0001278024,0.0003735084,0.01518066],"study_design_scores_gemma":[0.001564609,0.0004280831,0.001772642,0.1724737,0.8205914,0.00008883477,0.00008311483,0.0001457479,0.0001628435,0.0002455283,0.002411384,0.00003205078],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002021169,0.9957202,0.0004411942,0.0001856902,0.0001719441,0.0009169211,0.0002941228,0.00001987116,0.0002288899],"genre_scores_gemma":[0.05699857,0.9345294,0.002931634,0.0009181601,0.0002148496,0.003704557,0.0004342694,0.00002443645,0.0002441426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02387533,"threshold_uncertainty_score":0.1262663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1301554750848151,"score_gpt":0.4062233659323834,"score_spread":0.2760678908475682,"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."}}