{"id":"W3011431746","doi":"10.1002/cncr.32833","title":"Symptom burden in patients with cancer who are experiencing unplanned hospitalization","year":2020,"lang":"en","type":"article","venue":"Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Massachusetts General Hospital; Leukemia and Lymphoma Society","keywords":"Medicine; Cancer; Logistic regression; Palliative care; Anxiety; Depression (economics); Distress; Quartile; Quality of life (healthcare); Internal medicine; Physical therapy; Psychiatry; Confidence interval","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":[0.00001950553,0.0001353194,0.0002589352,0.00004317865,0.00003254243,0.00001593249,0.00006436837,0.00006031994,0.0004758547],"category_scores_gemma":[0.00001689764,0.0001123682,0.00003048326,0.0003749905,0.00002880049,0.0001035959,0.00002142619,0.0001108503,0.000005120027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002770519,"about_ca_system_score_gemma":0.0001399693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106027,"about_ca_topic_score_gemma":0.002633073,"domain_scores_codex":[0.9990848,0.00001457622,0.0001459442,0.0002842705,0.0002638186,0.0002066279],"domain_scores_gemma":[0.9995042,0.000007260932,0.00007515022,0.0001341764,0.0001362217,0.0001430095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003899942,0.00001646225,0.9775156,0.0001230051,0.00002765841,0.00001012279,0.01602628,0.0003521346,0.00004333581,0.000009500406,0.001259513,0.004226374],"study_design_scores_gemma":[0.003897524,0.0003140337,0.9710644,0.001335106,0.00006667056,3.181066e-7,0.00458769,0.000493912,0.0009654139,0.000003006167,0.01695594,0.0003159127],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949359,0.001733861,0.00005952937,0.001996187,0.0002980449,0.0003430509,0.00004428307,0.00005284659,0.0005362963],"genre_scores_gemma":[0.996624,0.0001611585,0.00000678642,0.002369832,0.0003861542,0.0001865524,0.0000366698,0.00003130921,0.0001975335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01569643,"threshold_uncertainty_score":0.5210276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106359156110731,"score_gpt":0.2502961268759432,"score_spread":0.2392325353148358,"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."}}