{"id":"W4304481305","doi":"10.1002/jcsm.13105","title":"Identification and management of cancer cachexia in patients: Assessment of healthcare providers' knowledge and practice gaps","year":2022,"lang":"en","type":"article","venue":"Journal of Cachexia Sarcopenia and Muscle","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Pfizer","keywords":"Medicine; Cachexia; Cancer; Cancer cachexia; Health care; Identification (biology); Intensive care medicine; Family medicine; Internal medicine","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":[0.01593104,0.000144283,0.0005050438,0.001396868,0.0007525718,0.001335803,0.0005068806,0.0007923643,0.001237195],"category_scores_gemma":[0.03975576,0.0002475508,0.0003985934,0.001680243,0.0005704318,0.002038319,0.002164693,0.0008505528,0.0001350087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002239991,"about_ca_system_score_gemma":0.005182797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006741132,"about_ca_topic_score_gemma":0.007914429,"domain_scores_codex":[0.9942147,0.002952327,0.0009801359,0.0002830099,0.001109556,0.0004602544],"domain_scores_gemma":[0.9686212,0.01624456,0.00836415,0.0004522716,0.004430472,0.001887422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001741687,0.0003313069,0.8924773,0.001223821,0.0001058358,0.0002044563,0.03625535,0.0002204954,0.0001748622,0.0002211096,0.001254051,0.06735724],"study_design_scores_gemma":[0.00006249663,0.0009728958,0.8915493,0.00236746,0.0001058828,0.0007374776,0.09722578,0.002086573,0.0002310148,0.0004779987,0.004143025,0.00004006056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925207,0.002247253,0.0004148747,0.002541394,0.00001497128,0.0001886016,0.0002945274,0.000007589882,0.001770044],"genre_scores_gemma":[0.9975711,0.0008004206,0.001004959,0.0002741998,0.000008972317,0.000152436,0.0001139614,0.000001230614,0.0000728363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01593104,"threshold_uncertainty_score":0.08425242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03163369719513632,"score_gpt":0.4006815314543549,"score_spread":0.3690478342592186,"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."}}