{"id":"W4399781808","doi":"10.3390/curroncol31060253","title":"Patient and Provider Attitudes and Preferences Regarding Early Palliative Care Delivery for Patients with Advanced Gastrointestinal Cancers: A Prospective Survey","year":2024,"lang":"en","type":"article","venue":"Current Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Hamilton Health Sciences Foundation; Hamilton Health Sciences","keywords":"Medicine; Concordance; Palliative care; Family medicine; Cancer; Advance care planning; Health care; Internal 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":[0.001709262,0.0001639233,0.0002389155,0.0004723472,0.0007217921,0.0006008412,0.0002772266,0.0004492923,0.001535922],"category_scores_gemma":[0.005694843,0.0002970007,0.0003190241,0.0008597333,0.0004976888,0.000481286,0.0004451673,0.0007134495,0.0002607768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001563363,"about_ca_system_score_gemma":0.001404465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09324953,"about_ca_topic_score_gemma":0.1400034,"domain_scores_codex":[0.9986591,0.0004452154,0.0001607758,0.0001046711,0.0003847462,0.0002455376],"domain_scores_gemma":[0.9942186,0.001321272,0.002198663,0.0001493697,0.000938937,0.001173207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004086904,0.00007487611,0.997362,0.0000137764,0.00001305365,0.00003551214,0.001093612,0.00002408855,0.00009711133,0.000006077451,0.0001575809,0.001081599],"study_design_scores_gemma":[0.000007638489,0.0001913845,0.9970696,0.00001131395,0.000007204021,0.00008013893,0.002155266,0.000143955,0.00003592138,0.000004323903,0.000288158,0.000005104442],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999248,0.00003997992,0.00002751852,0.00009608022,0.000002093512,0.00002272361,0.0001900069,0.000001397634,0.0003720789],"genre_scores_gemma":[0.9993533,0.00007742254,0.00009379222,0.0001020859,0.000004815228,0.00002366263,0.0001760287,0.000001093503,0.0001676813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09324953,"threshold_uncertainty_score":0.1854135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1586478660006745,"score_gpt":0.4449045234220074,"score_spread":0.2862566574213329,"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."}}