{"id":"W3213111836","doi":"10.1182/blood-2021-149469","title":"Incidence of Mental Health Events and Its Association with Survival Among Patients with Diffuse Large B-Cell Lymphoma: A Population-Based Cohort Study","year":2021,"lang":"en","type":"article","venue":"Blood","topic":"Family Support in Illness","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; Queen's University; Cancer Care Ontario; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre; University of Toronto","funders":"","keywords":"Medicine; Diffuse large B-cell lymphoma; Population; Rituximab; Mental health; Comorbidity; Internal medicine; Proportional hazards model; Cumulative incidence; Cohort; Psychiatry; Lymphoma; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006015529,0.0002970239,0.0003634454,0.0009047036,0.000978791,0.0009745623,0.000802126,0.0003852664,0.001305608],"category_scores_gemma":[0.001663932,0.000384531,0.0008302966,0.002250936,0.0004286767,0.0005251604,0.0006681914,0.0006757386,0.0001814589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002408606,"about_ca_system_score_gemma":0.002080117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3290195,"about_ca_topic_score_gemma":0.3907511,"domain_scores_codex":[0.9993248,0.00007790077,0.00008210669,0.000210594,0.0001447345,0.0001598995],"domain_scores_gemma":[0.998683,0.00007032604,0.0005350203,0.0001354982,0.0003036348,0.0002725191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003641941,0.00001199359,0.9993717,0.000008717067,0.00006436264,0.00002095698,0.00005050253,0.0000132605,0.00003788006,0.000008570079,0.0001365078,0.0002391385],"study_design_scores_gemma":[0.000007887224,0.0000193257,0.9994869,0.000006985648,0.00003718893,0.00004270422,0.0001077374,0.00008430548,0.00001158932,0.000009551819,0.000182436,0.00000335239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938884,0.0003329462,0.0001055168,0.00009645938,0.000008178647,0.00004720116,0.005005092,0.000005461508,0.0005106167],"genre_scores_gemma":[0.9969868,0.000184858,0.00009023221,0.00004741622,0.00001042947,0.00003882297,0.002447228,0.000002254389,0.0001919981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290195,"threshold_uncertainty_score":0.6542087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007003272306158746,"score_gpt":0.2459189674243195,"score_spread":0.2389156951181608,"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."}}