{"id":"W4398214785","doi":"10.2147/jmdh.s461986","title":"The Association between Water, Sanitation, Hygiene, and Child Underweight in Punjab, Pakistan: An Application of Population Attributable Fraction","year":2024,"lang":"en","type":"article","venue":"Journal of Multidisciplinary Healthcare","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"King Saud University","keywords":"Sanitation; Hygiene; Underweight; Environmental health; Fraction (chemistry); Medicine; Attributable risk; Population; Geography; Chemistry; Obesity; Internal medicine; Pathology","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":[0.002240437,0.0002316374,0.0002653494,0.001228946,0.0003300829,0.0005296602,0.0004022405,0.0003099095,0.001443836],"category_scores_gemma":[0.003877512,0.0002154932,0.0007429432,0.001427438,0.000421463,0.0003966368,0.0006203389,0.0006588924,0.0001008765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005239947,"about_ca_system_score_gemma":0.000628938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02641067,"about_ca_topic_score_gemma":0.01543674,"domain_scores_codex":[0.9989148,0.000435742,0.0001136791,0.0002003207,0.0002189618,0.0001164134],"domain_scores_gemma":[0.9975989,0.001003916,0.0009376226,0.0001829645,0.0001590726,0.0001174815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002733376,0.00002108762,0.9975381,0.00002084305,0.0001029956,0.00005044233,0.0001251176,0.0002159164,0.00003938957,0.00009376775,0.000111256,0.001653754],"study_design_scores_gemma":[0.000003748143,0.0001033062,0.9964743,0.00001610181,0.0000823442,0.0001546943,0.0004737614,0.002115379,0.00005183833,0.000201391,0.000317301,0.000005846447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962915,0.0003591634,0.001160767,0.0001676842,0.00001289913,0.00003711486,0.001365575,0.00001048509,0.0005947794],"genre_scores_gemma":[0.9988826,0.0001425824,0.0004143628,0.00001644108,0.000009214865,0.00002335042,0.0004036179,0.00000167796,0.0001062449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02641067,"threshold_uncertainty_score":0.0525139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948481310219513,"score_gpt":0.3496090693470716,"score_spread":0.3301242562448765,"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."}}