{"id":"W4413908790","doi":"10.3390/curroncol32090485","title":"Assessing Disparities in Who Accepts an Early Palliative Care Consultation","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Palliative care; Family medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001302734,0.0001043333,0.0001603595,0.0008001827,0.0006821664,0.0006541556,0.000362286,0.0002209718,0.001595759],"category_scores_gemma":[0.005701018,0.00008484898,0.0002140144,0.001227837,0.0003111366,0.0003918527,0.0007481838,0.000364066,0.00008212667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003072951,"about_ca_system_score_gemma":0.00377569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3684798,"about_ca_topic_score_gemma":0.5910013,"domain_scores_codex":[0.9991391,0.000210379,0.00006917935,0.00008795685,0.0002358523,0.0002574778],"domain_scores_gemma":[0.9979469,0.0004912768,0.0008364236,0.00004804897,0.0003269761,0.0003503134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002175343,0.00001473961,0.9972739,0.0000114372,0.0000110485,0.00001065286,0.000283819,0.00003293867,0.00001839383,0.00004656553,0.0001411654,0.002133664],"study_design_scores_gemma":[0.000003213874,0.00002934654,0.9979953,0.00002318409,0.000009726527,0.00003198008,0.001318721,0.0001840934,0.00003193467,0.00003584483,0.0003343188,0.000002539333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978987,0.0002061867,0.00004782885,0.0002128539,0.000004094029,0.00001834953,0.0005084593,0.000001206827,0.0011024],"genre_scores_gemma":[0.9995726,0.00006546715,0.00004805835,0.00003208471,0.000003174094,0.000006483208,0.0001956739,4.026903e-7,0.00007615057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3684798,"threshold_uncertainty_score":0.7326699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3858157218839585,"score_gpt":0.5889273675700273,"score_spread":0.2031116456860688,"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."}}