{"id":"W2397623993","doi":"10.1634/theoncologist.2016-0006","title":"Referral Criteria for Outpatient Palliative Cancer Care: A Systematic Review","year":2016,"lang":"en","type":"review","venue":"The Oncologist","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Referral; Palliative care; Medicine; Family medicine; Cancer; Nursing; 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":[0.0006747163,0.0004682128,0.004934334,0.00006518659,0.00007744069,0.00001032904,0.0004181002,0.0002741149,0.000122329],"category_scores_gemma":[0.002078353,0.0001966808,0.0009917355,0.0001894012,0.0002357495,0.00002630208,0.00009603033,0.0002565582,0.00007006662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001020328,"about_ca_system_score_gemma":0.0007049153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007569896,"about_ca_topic_score_gemma":0.00004114773,"domain_scores_codex":[0.997233,0.0005338058,0.001235962,0.0003716965,0.0002996507,0.0003258524],"domain_scores_gemma":[0.9958516,0.001433561,0.001334041,0.0007660845,0.0005212816,0.000093373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003066579,0.00003729346,0.000003483531,0.9316694,0.000555747,0.00000644952,0.0005037322,6.111189e-9,1.456774e-7,0.0001333086,0.012389,0.05467076],"study_design_scores_gemma":[0.0002162499,0.0003083342,4.916351e-7,0.4975914,0.005475936,0.000003065558,0.00009935058,1.488027e-7,9.275907e-7,0.00001128108,0.4961706,0.0001222261],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[5.253484e-7,0.9872998,0.0000482273,0.0006526184,0.0006043556,0.008722604,0.0006805745,0.00004019087,0.001951127],"genre_scores_gemma":[0.000003839305,0.9900745,0.0002704259,0.0007383151,0.0004091401,0.005972205,0.000176499,0.0000553316,0.002299732],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4837815,"threshold_uncertainty_score":0.8020411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4229028458163722,"score_gpt":0.5719189273617419,"score_spread":0.1490160815453697,"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."}}