{"id":"W2765843352","doi":"10.1002/cncr.30912","title":"The relationship between physical and psychological symptoms and health care utilization in hospitalized patients with advanced cancer","year":2017,"lang":"en","type":"article","venue":"Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":238,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Medicine; Cancer; Health care; Intensive care medicine; Gerontology; Family medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005814052,0.0001058389,0.0002063353,0.00002155434,0.0003327776,0.00004263128,0.00006221617,0.00004937599,0.000004732373],"category_scores_gemma":[0.00004413601,0.0000652224,0.00001804009,0.00006401773,0.0001769602,0.00009522843,0.00002824115,0.0001514468,3.49676e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476439,"about_ca_system_score_gemma":0.00006990154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007159525,"about_ca_topic_score_gemma":0.004506642,"domain_scores_codex":[0.9992806,0.00002825265,0.0001140127,0.0002482695,0.0001531282,0.0001757764],"domain_scores_gemma":[0.9994034,0.0000557538,0.0001097182,0.0002550328,0.00007622135,0.00009993067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001405897,0.00001629112,0.8975136,0.00004371626,0.000009369239,4.712853e-7,0.001526361,8.416438e-7,4.539792e-7,0.0001355362,0.00004487908,0.1005679],"study_design_scores_gemma":[0.002316172,0.0003358283,0.9953925,0.0002324278,0.00002575431,2.245592e-7,0.0002011401,0.000006673498,0.000004621722,0.00009342463,0.001306149,0.00008509677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921202,0.004784616,0.000009603603,0.002211449,0.000155897,0.0004467876,0.00003706562,0.00001607576,0.0002182814],"genre_scores_gemma":[0.9987472,0.0006422353,0.000009142115,0.0002203038,0.0001281743,0.0001502169,0.00002422272,0.00001362598,0.00006483792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004828,"threshold_uncertainty_score":0.2659692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07118271945698895,"score_gpt":0.4074800150391292,"score_spread":0.3362972955821402,"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."}}