{"id":"W4313827487","doi":"10.3390/cancers15020380","title":"Oncology-Led Early Identification of Nutritional Risk: A Pragmatic, Evidence-Based Protocol (PRONTO)","year":2023,"lang":"en","type":"article","venue":"Cancers","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Malnutrition; Medicine; Sarcopenia; Cachexia; Wasting; Intensive care medicine; Weight loss; Cancer; Disease; Medical nutrition therapy; Physical therapy; Internal medicine; Obesity","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":[0.05950915,0.002012379,0.002861444,0.003265827,0.003260544,0.003753317,0.003243778,0.005862628,0.03511628],"category_scores_gemma":[0.06589293,0.001859965,0.00363745,0.002523431,0.001248841,0.004406351,0.008560403,0.006540225,0.007018283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00678961,"about_ca_system_score_gemma":0.04036403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002945503,"about_ca_topic_score_gemma":0.005276028,"domain_scores_codex":[0.9641214,0.02434499,0.006549516,0.001599293,0.002228637,0.001156178],"domain_scores_gemma":[0.9745209,0.008344605,0.003787784,0.002299481,0.006302934,0.004744247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03140651,0.01546938,0.00820202,0.08378155,0.002068781,0.001693967,0.005849897,0.006400271,0.003043058,0.01355452,0.2102032,0.6183268],"study_design_scores_gemma":[0.1948557,0.01724794,0.04960081,0.1226987,0.00252591,0.001294536,0.004599151,0.01028286,0.003609528,0.03439663,0.5579764,0.0009118573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003070448,0.0006519561,0.01006433,0.003986529,0.0004804084,0.9742226,0.001287264,0.0002128583,0.006023594],"genre_scores_gemma":[0.00617354,0.0005966667,0.04074547,0.002965069,0.0000959507,0.9475204,0.0006809389,0.00002328602,0.00119865],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05950915,"threshold_uncertainty_score":0.3147182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07973617960862975,"score_gpt":0.4222801192474284,"score_spread":0.3425439396387986,"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."}}