{"id":"W1988308780","doi":"10.1002/cncr.25389","title":"Timing of palliative care referral and symptom burden in phase 1 cancer patients","year":2010,"lang":"en","type":"article","venue":"Cancer","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Nursing Research; National Cancer Institute","keywords":"Medicine; Referral; Palliative care; Cancer; Cohort; Performance status; Cohort study; Internal medicine; Family medicine; Nursing","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":[0.00002987585,0.00009625439,0.0002849563,0.00007006183,0.00001388949,0.000002217911,0.00004490296,0.00007310332,0.0002177154],"category_scores_gemma":[0.00007873435,0.00008081651,0.00003228584,0.0001107507,0.00008575623,0.00004355473,0.00002364697,0.0001584618,8.615836e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000782165,"about_ca_system_score_gemma":0.00009812968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001940894,"about_ca_topic_score_gemma":0.0008538536,"domain_scores_codex":[0.9993671,0.00001088828,0.0001941806,0.0001550512,0.0001389712,0.0001338026],"domain_scores_gemma":[0.9994456,0.00003976582,0.0001004805,0.0001085352,0.0002398319,0.00006576117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001735168,0.00005414537,0.9474386,0.0002764823,0.0000484456,0.000003552161,0.01914149,0.000005088577,0.01121131,0.00003628023,0.0003313736,0.02127969],"study_design_scores_gemma":[0.01355275,0.0006020187,0.840363,0.004466632,0.0002357566,2.682267e-7,0.005589185,0.0003152316,0.1029207,0.00006803315,0.03153204,0.00035429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925625,0.005549452,0.000003781764,0.0001143702,0.000243618,0.0001789804,0.000109197,0.000007114337,0.001230976],"genre_scores_gemma":[0.9978317,0.001478918,0.000241796,0.00008572623,0.0001523565,0.00004198265,0.00002461806,0.00001192346,0.0001309629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1070756,"threshold_uncertainty_score":0.3295602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1227425361225659,"score_gpt":0.4647029022508303,"score_spread":0.3419603661282643,"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."}}