{"id":"W2891889820","doi":"10.21037/apm.2018.08.06","title":"Re-analysis of symptom clusters in advanced cancer patients attending a palliative outpatient radiotherapy clinic","year":2018,"lang":"en","type":"article","venue":"Annals of Palliative Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Nausea; Medicine; Anxiety; Palliative care; Cluster (spacecraft); Depression (economics); Cancer; Physical therapy; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001611728,0.0002893481,0.0005302507,0.001531615,0.0007122919,0.0006506444,0.0004045848,0.0002423155,0.001183833],"category_scores_gemma":[0.006739085,0.0001482117,0.0006589065,0.001383309,0.0002872731,0.0003680408,0.0009576055,0.0006441815,0.0001901635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008226309,"about_ca_system_score_gemma":0.001103832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006859927,"about_ca_topic_score_gemma":0.01218191,"domain_scores_codex":[0.9988765,0.0004576625,0.0001140081,0.0001297258,0.0002656336,0.0001564888],"domain_scores_gemma":[0.9963284,0.001120667,0.0009021335,0.0002059182,0.001027048,0.000415781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004051505,0.0001152559,0.9716226,0.0001334253,0.0001207153,0.0002718213,0.002937039,0.0003538122,0.001242848,0.00007297903,0.0009629563,0.02176139],"study_design_scores_gemma":[0.00001569995,0.000188746,0.99572,0.00002163692,0.00003578125,0.0002059599,0.00210665,0.0009369738,0.0001923676,0.00008612004,0.0004808651,0.000009343263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987227,0.0001434684,0.0003931819,0.00007021532,0.000008034598,0.00009745837,0.0001996838,0.0000105709,0.0003546975],"genre_scores_gemma":[0.9983364,0.00006425973,0.0009906124,0.00002307599,0.000007447612,0.00006556733,0.0003999002,0.000004014452,0.0001087086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006859927,"threshold_uncertainty_score":0.01363999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08739282274819017,"score_gpt":0.4281452855267005,"score_spread":0.3407524627785103,"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."}}