{"id":"W2519016435","doi":"10.1002/cam4.860","title":"Symptom clusters and survival in Portuguese patients with advanced cancer","year":2016,"lang":"en","type":"article","venue":"Cancer Medicine","topic":"Cancer survivorship and care","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Internal medicine; Nausea; Constipation; Performance status; Vomiting; Depression (economics); Prospective cohort study; Anxiety; Cancer; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001423659,0.0002334785,0.0005127004,0.000152409,0.00002869751,0.000002950531,0.0000764228,0.00007710005,0.0006611404],"category_scores_gemma":[0.00005645155,0.0001252799,0.00002710041,0.0003121329,0.0002774047,0.000123598,0.00003421863,0.0001446362,0.00000278031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000324409,"about_ca_system_score_gemma":0.000184396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002514359,"about_ca_topic_score_gemma":0.01011632,"domain_scores_codex":[0.9984371,0.00003197521,0.0002796444,0.0004312277,0.000454293,0.0003657724],"domain_scores_gemma":[0.9990454,0.00008922898,0.0001000541,0.0002873472,0.0001899424,0.0002880048],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001057651,0.0000372779,0.7725026,0.0001197992,0.00004901038,0.00002759786,0.0008878958,0.000001756887,0.0003996182,0.0000290805,0.0007188008,0.2241689],"study_design_scores_gemma":[0.01477781,0.0007020208,0.9655818,0.003227632,0.0001246545,0.000004176884,0.0005164258,0.000007008727,0.000170468,0.00002140258,0.01461754,0.0002491006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979737,0.007805004,0.00006312308,0.009002341,0.001178457,0.0004820903,0.00004474693,0.00005063712,0.001636619],"genre_scores_gemma":[0.9917863,0.00457126,0.00001393787,0.001730536,0.0004080483,0.0001814314,0.00001760812,0.0000412962,0.001249566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2239198,"threshold_uncertainty_score":0.7239023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01018739501178259,"score_gpt":0.2749553174842061,"score_spread":0.2647679224724235,"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."}}