{"id":"W4385516321","doi":"10.1093/oncolo/oyad211","title":"Symptom Clusters in Patients With Advanced Cancer: A Prospective Longitudinal Cohort Study to Examine Their Stability and Prognostic Significance","year":2023,"lang":"en","type":"article","venue":"The Oncologist","topic":"Cancer survivorship and care","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Medicine; Internal medicine; Hazard ratio; Prospective cohort study; Proportional hazards model; Cancer; Cohort; Varimax rotation; Confidence interval; Psychometrics","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":[0.0008578357,0.0002465782,0.0003542141,0.0007159905,0.0007354883,0.0006438374,0.000256465,0.0004133796,0.0008898434],"category_scores_gemma":[0.001561451,0.000260147,0.000474415,0.001060511,0.0002050046,0.0006747314,0.0005006887,0.0007827425,0.0001801245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002913931,"about_ca_system_score_gemma":0.0004124943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006449462,"about_ca_topic_score_gemma":0.008182076,"domain_scores_codex":[0.9996088,0.000106941,0.00003370841,0.00009499053,0.00006488382,0.00009068444],"domain_scores_gemma":[0.9989586,0.0001567514,0.0003738091,0.0001014345,0.0001295666,0.0002798572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000120245,0.0000460947,0.9991652,0.000001904819,0.0000193697,0.00003102432,0.00009001395,0.00001235702,0.0001123997,0.000004614491,0.00003031669,0.0003664215],"study_design_scores_gemma":[0.00001178707,0.0002999451,0.9989749,0.000002493578,0.00001779968,0.0001444143,0.0002699553,0.0001366987,0.00002807459,0.00001184394,0.00009860838,0.000003441101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996367,0.00006046483,0.00004473905,0.00001570899,0.000002625904,0.0000107597,0.000153314,0.000001169984,0.00007455979],"genre_scores_gemma":[0.9994316,0.00004366088,0.00009410338,0.00001749128,0.000005180936,0.00001631231,0.0003153895,9.747788e-7,0.00007536467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006449462,"threshold_uncertainty_score":0.01282382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0219647471491557,"score_gpt":0.2914508104456648,"score_spread":0.2694860632965091,"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."}}