{"id":"W4394696898","doi":"10.5114/pm.2024.138451","title":"Frequency of malnutrition and associated risk factors in geriatric patients in a palliative care unit","year":2024,"lang":"en","type":"article","venue":"Medycyna Paliatywna","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Malnutrition; Palliative care; Medicine; Unit (ring theory); Environmental health; Gerontology; Nursing; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002414519,0.000146599,0.0003634164,0.0006373136,0.00003415731,0.0000131352,0.00004156265,0.0001518573,0.0000688069],"category_scores_gemma":[0.0002573559,0.0001345832,0.0000533425,0.0008930242,0.00003898284,0.00007832429,0.0000193369,0.0003900694,0.00000553262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002889654,"about_ca_system_score_gemma":0.00008898601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021922,"about_ca_topic_score_gemma":0.001138541,"domain_scores_codex":[0.9985928,0.000150409,0.0004838976,0.0002639281,0.0002511027,0.0002578937],"domain_scores_gemma":[0.9994068,0.0001565854,0.0001090981,0.0001077748,0.0001138872,0.0001058725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002963737,0.000191742,0.9937381,0.001036396,0.00001829443,0.00002855978,0.003892194,7.193775e-7,0.00009656269,0.0001129959,0.00006989494,0.0007849401],"study_design_scores_gemma":[0.002862348,0.0001723128,0.9926315,0.001409506,0.00004525227,3.683658e-7,0.001285659,0.0001584715,0.0002343326,0.000937075,0.0001488205,0.0001143612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99554,0.002678082,0.000005902665,0.0002486877,0.0002178808,0.0005731984,0.0002081952,0.00004876035,0.0004793408],"genre_scores_gemma":[0.99774,0.001610173,0.0001985344,0.00005817434,0.00003204054,0.00003032381,0.000271665,0.00002023023,0.00003888756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002832711,"threshold_uncertainty_score":0.5488145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04108703444569639,"score_gpt":0.3388609056605571,"score_spread":0.2977738712148607,"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."}}