{"id":"W4400533990","doi":"10.3390/nu16142215","title":"Physician Perspectives on Malnutrition Screening, Diagnosis, and Management: A Qualitative Analysis","year":2024,"lang":"en","type":"article","venue":"Nutrients","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Stornoway Diamond (Canada); Saskatchewan Health Authority; Saskatchewan Health; Dalhousie University; University of Waterloo; University of Saskatchewan; University of Alberta","funders":"Dalhousie University; University of Alberta","keywords":"Malnutrition; Medicine; Qualitative analysis; Intensive care medicine; Qualitative research; Family medicine; Environmental health; Pathology; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02313884,0.0004329556,0.0006263485,0.002134503,0.007233603,0.003566772,0.001361911,0.001485494,0.002164815],"category_scores_gemma":[0.04201686,0.0006707282,0.0003748417,0.002695358,0.007472541,0.002530809,0.003402255,0.002127551,0.0002004763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01215746,"about_ca_system_score_gemma":0.01320854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04814144,"about_ca_topic_score_gemma":0.06587103,"domain_scores_codex":[0.981561,0.01382899,0.0005975649,0.0006427335,0.001671307,0.001698346],"domain_scores_gemma":[0.93537,0.05445069,0.002591891,0.0005549634,0.004738542,0.002293891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002937783,0.00002307505,0.00348338,0.0001532222,0.000003973837,0.0002586787,0.9919258,0.00004226436,0.0004655879,0.0006325495,0.0003006296,0.002681543],"study_design_scores_gemma":[0.000006075563,0.00003204983,0.002084081,0.0002150517,0.000004177653,0.0001041236,0.9930969,0.0001096507,0.0002336732,0.0001924294,0.003910787,0.00001102074],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843515,0.0007006677,0.004161485,0.005312145,0.00006818675,0.0004347511,0.0004171161,0.00001864431,0.004535461],"genre_scores_gemma":[0.9924549,0.00113645,0.002598926,0.001505628,0.00002531132,0.0005210411,0.0001208899,0.00002108569,0.001615759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04814144,"threshold_uncertainty_score":0.1223713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05443352071122146,"score_gpt":0.4243722724550575,"score_spread":0.3699387517438361,"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."}}