{"id":"W4291002238","doi":"10.1101/2022.08.10.22278631","title":"Nutrition scores and MUAC of adult surgical orthopaedic inpatients at a teaching hospital in Lusaka province, Zambia","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Medicine; Circumference; Pediatrics","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":[0.000236069,0.0002387187,0.0002074289,0.0006591672,0.0004672692,0.0004813993,0.0001825717,0.0002004895,0.001278018],"category_scores_gemma":[0.0008107828,0.0001953807,0.0001796915,0.0005667744,0.0003191857,0.0002061312,0.000466784,0.0003251933,0.00008864114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005940692,"about_ca_system_score_gemma":0.000484253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02860462,"about_ca_topic_score_gemma":0.06057421,"domain_scores_codex":[0.9998208,0.00003441994,0.00002948066,0.00002275379,0.00002758523,0.00006509313],"domain_scores_gemma":[0.9995983,0.00003328724,0.0002315615,0.00000792255,0.00004157085,0.00008737861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002498031,0.00002096553,0.9985257,0.00002042031,0.000008509292,0.00008650349,0.0003262926,0.000009787113,0.0002570678,0.000004974685,0.00004470936,0.0006701357],"study_design_scores_gemma":[0.000001628955,0.00005585017,0.9988555,0.00001156042,0.000005843123,0.0001031333,0.0008686945,0.00002632977,0.0000206606,0.000002105762,0.00004729349,0.000001497426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997442,0.00008505692,0.000005400582,0.00002255278,9.647979e-7,0.000003780309,0.00005164481,4.640386e-7,0.00008575233],"genre_scores_gemma":[0.9997938,0.00006967979,0.00002495999,0.000009295752,0.000001261242,0.000003977122,0.00005484669,1.368051e-7,0.00004200564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02860462,"threshold_uncertainty_score":0.05687624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01686112563872777,"score_gpt":0.3065355838054468,"score_spread":0.2896744581667191,"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."}}