{"id":"W4408506955","doi":"10.1001/jamainternmed.2025.0100","title":"Nudging Toward Effective and Scalable Palliative Care Interventions in Intensive Care","year":2025,"lang":"en","type":"article","venue":"JAMA Internal Medicine","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sinai Health System; University of Toronto","funders":"","keywords":"Medicine; Palliative care; Psychological intervention; Intensive care medicine; MEDLINE; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001534453,0.0002150556,0.0007166954,0.0005082529,0.00003217019,0.00001047237,0.0001168745,0.0001166177,0.00007466656],"category_scores_gemma":[0.003460364,0.0001654428,0.0001421083,0.0003187458,0.0002825404,0.00008944747,0.0001321111,0.0004618349,0.000005624672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003436738,"about_ca_system_score_gemma":0.00005896569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189838,"about_ca_topic_score_gemma":0.0003556752,"domain_scores_codex":[0.998632,0.00008579319,0.0004979832,0.0003320683,0.0002231294,0.0002290077],"domain_scores_gemma":[0.9977127,0.0004952485,0.0001408519,0.0001837401,0.001360659,0.0001067779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009070233,0.000051543,0.7838911,0.004280996,0.0003885379,0.0002366901,0.1247877,0.000004882398,0.001135815,0.0005477331,0.002531909,0.08123602],"study_design_scores_gemma":[0.01020789,0.002092637,0.483691,0.1155701,0.0004793078,0.00001576441,0.3595367,0.0001745997,0.01690672,0.0004607326,0.01062378,0.0002407522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9000869,0.06265917,0.002348726,0.006731861,0.0007631654,0.0008766341,0.0000267156,0.00004624608,0.02646056],"genre_scores_gemma":[0.9957353,0.001103966,0.0004100422,0.001769687,0.0001709979,0.00006558483,0.00003793933,0.00001469265,0.0006918144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3002001,"threshold_uncertainty_score":0.6746562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08126555827183853,"score_gpt":0.4392802915675145,"score_spread":0.358014733295676,"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."}}