{"id":"W2788346940","doi":"10.1089/jpm.2017.0424","title":"Improving Early Palliative Care with a Scalable, Stepped Peer Navigator and Social Work Intervention: A Single-Arm Clinical Trial","year":2018,"lang":"en","type":"article","venue":"Journal of Palliative Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Research and Development; Health Services Research and Development; U.S. Department of Veterans Affairs","keywords":"Medicine; Psychosocial; Palliative care; Quality of life (healthcare); Distress; Intervention (counseling); Patient satisfaction; Family medicine; Physical therapy; Anxiety; Psychological intervention; Nursing; Psychiatry; Clinical psychology","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":[0.001435533,0.0003563608,0.001558856,0.0002502729,0.000159508,0.0000256301,0.0001885499,0.0002241905,0.0001826712],"category_scores_gemma":[0.001981293,0.000224743,0.0003343942,0.0006055158,0.001364728,0.0001795219,0.00007373864,0.0008165487,0.000006218248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369772,"about_ca_system_score_gemma":0.00025092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006643757,"about_ca_topic_score_gemma":0.00003955331,"domain_scores_codex":[0.9960353,0.000323923,0.001671022,0.0003572719,0.001253524,0.0003589304],"domain_scores_gemma":[0.9927616,0.0006735019,0.001987151,0.0001913901,0.004043982,0.0003424133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.157644,0.001742351,0.7010028,0.0009900541,0.002425124,0.0004492667,0.07311301,3.445696e-7,0.0009070341,0.0001687643,0.002910264,0.05864701],"study_design_scores_gemma":[0.3009925,0.1621517,0.4235269,0.02916286,0.003531604,0.0000383882,0.05232541,0.00003808449,0.002624218,0.0002255161,0.02464745,0.0007353559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869369,0.004310937,0.002988814,0.003517527,0.0009706523,0.0006283094,0.00001493194,0.00002036783,0.0006115114],"genre_scores_gemma":[0.987727,0.0001930378,0.005609768,0.0003679646,0.005545923,0.00000977386,0.00001752013,0.00004310897,0.0004859303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2774759,"threshold_uncertainty_score":0.9164753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.199655377039886,"score_gpt":0.470362856772102,"score_spread":0.270707479732216,"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."}}