{"id":"W3096026222","doi":"10.1016/j.jgo.2020.10.001","title":"Patient-reported psychosocial needs and psychological distress predict survival in geriatric oncology patients","year":2020,"lang":"en","type":"article","venue":"Journal of Geriatric Oncology","topic":"Cancer survivorship and care","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Spinal Cord Injury BC; University of British Columbia","funders":"BC Cancer Foundation; Roche; Pfizer; Boehringer Ingelheim; Eli Lilly and Company","keywords":"Psychosocial; Psychological distress; Geriatric oncology; Distress; Oncology; Medicine; Internal medicine; Clinical Oncology; Clinical psychology; Psychology; Gerontology; Psychiatry; Cancer; Anxiety","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000506247,0.0002664689,0.001261213,0.0004378382,0.00006027769,0.00001964062,0.0001786683,0.0005474759,0.0002467746],"category_scores_gemma":[0.000550077,0.0002184466,0.0002518904,0.001145791,0.0001402497,0.0001211383,0.00009832546,0.0009320946,0.000008240931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004707031,"about_ca_system_score_gemma":0.0003880578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006740932,"about_ca_topic_score_gemma":0.0001163404,"domain_scores_codex":[0.9967496,0.0004739235,0.001461676,0.0003451134,0.0005316425,0.0004380052],"domain_scores_gemma":[0.9975004,0.0002959688,0.001090582,0.0001674059,0.0003803637,0.0005652519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01428687,0.003699181,0.7125927,0.0001497108,0.000321735,0.002228423,0.006624737,0.000009317923,0.0004825445,0.00005336463,0.01835792,0.2411935],"study_design_scores_gemma":[0.02081369,0.03153868,0.7865891,0.00004525515,0.0005904675,0.0006345382,0.002856505,0.00002440161,0.00001805428,0.0001431153,0.1563812,0.0003650034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818823,0.0008000879,0.00007119161,0.006407087,0.004918742,0.0004145201,0.00002533462,0.00002607284,0.005454666],"genre_scores_gemma":[0.9956405,0.0008639741,0.0002183357,0.001207346,0.001977568,0.00001341775,0.00002006292,0.00002814979,0.00003062093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2408285,"threshold_uncertainty_score":0.8907992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02892821203318862,"score_gpt":0.3279915741051956,"score_spread":0.299063362072007,"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."}}