{"id":"W4406128037","doi":"10.1016/j.ajcnut.2025.01.003","title":"Drivers of stunting and wasting across serial cross-sectional household surveys of children under 2 years of age in Pakistan: potential contribution of ecological factors","year":2025,"lang":"en","type":"article","venue":"American Journal of Clinical Nutrition","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research; SickKids Foundation; Hospital for Sick Children","funders":"Bill and Melinda Gates Foundation; Gates Ventures","keywords":"Wasting; Cross-sectional study; Environmental health; Geography; Socioeconomics; Medicine; Economics","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":[0.001666332,0.0003225309,0.0002990139,0.0008971534,0.0005096705,0.0006567349,0.0005435876,0.0002563555,0.001117472],"category_scores_gemma":[0.003408654,0.0003157974,0.0005551089,0.00297601,0.0003577819,0.0005457004,0.000833791,0.0005845206,0.0001485929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007086651,"about_ca_system_score_gemma":0.001074578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1035512,"about_ca_topic_score_gemma":0.1027825,"domain_scores_codex":[0.9988299,0.0002764567,0.0001494858,0.0003412928,0.0001818086,0.0002210542],"domain_scores_gemma":[0.9970963,0.0005204293,0.001561808,0.000221878,0.0003484438,0.0002512098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009214471,0.000003595581,0.9988942,0.00001654859,0.00003134604,0.00002096675,0.0001168622,0.00004652302,0.00002562572,0.00001726307,0.0001238742,0.0006941124],"study_design_scores_gemma":[5.139125e-7,0.000007546554,0.9994907,0.000008808204,0.000009372619,0.00002297254,0.0002436124,0.00007746879,0.0000103978,0.00001202652,0.0001151096,0.000001456605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991604,0.0003193384,0.0003398762,0.0001632071,0.00001228864,0.00002639274,0.007049462,0.000007879038,0.0004775289],"genre_scores_gemma":[0.9968125,0.0002184626,0.0002461714,0.00003241927,0.000007081814,0.0000325205,0.002563588,0.000002196691,0.00008512806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1035512,"threshold_uncertainty_score":0.205897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03335700450977813,"score_gpt":0.3928763155565414,"score_spread":0.3595193110467633,"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."}}