{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001223519,0.0001168722,0.0002727846,0.00028596,0.0003624414,0.0001190759,0.0001140287,0.0001451175,0.000001761899],"category_scores_gemma":[0.00004501079,0.00008020971,0.00006565812,0.0002958493,0.00002201665,0.0008702256,0.00003012919,0.0004126279,0.000001646259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000626331,"about_ca_system_score_gemma":0.00003485216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005721873,"about_ca_topic_score_gemma":0.000677302,"domain_scores_codex":[0.9980915,0.0002784326,0.0008761353,0.0001809832,0.0003682637,0.0002046708],"domain_scores_gemma":[0.9987704,0.0002660853,0.0003976467,0.0001321216,0.0003367792,0.00009698202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004261197,0.0002039885,0.9489192,0.0007365959,0.00003715293,0.000003522281,0.002360552,0.0001740732,0.0006648464,0.0004544552,0.0001000774,0.04591938],"study_design_scores_gemma":[0.0007427644,0.0003607468,0.9779871,0.0005904427,0.00005212134,0.00002994791,0.001077418,0.002228371,0.001940681,0.012259,0.002611178,0.000120255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715105,0.003117767,0.0005332429,0.02377034,0.0006172232,0.0003685888,0.00003157194,0.00002548174,0.00002523022],"genre_scores_gemma":[0.9987193,0.0002750542,0.0002356017,0.00005196873,0.0004953537,0.000008201602,0.000183933,0.00001976337,0.00001086369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04579912,"threshold_uncertainty_score":0.3270857,"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."}}