{"id":"W2991932938","doi":"10.36834/cmej.36860","title":"Survey evaluations of University of British Columbia residents’ education and attitudes regarding palliative care and physician assisted death","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Palliative care; Likert scale; Family medicine; Medicine; Nursing; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005208151,0.00005197684,0.0002361679,0.00009048239,0.0002727151,0.00004561344,0.000115419,0.00008714258,0.0003378665],"category_scores_gemma":[0.008328414,0.00007423327,0.00003860037,0.00007116663,0.0002725252,0.0001215397,0.00001704148,0.0001748691,3.99727e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001853287,"about_ca_system_score_gemma":0.01719393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4598759,"about_ca_topic_score_gemma":0.7184569,"domain_scores_codex":[0.9990957,0.0001463196,0.0002050367,0.0001188535,0.0003267967,0.0001073194],"domain_scores_gemma":[0.9969637,0.0001078579,0.0003199092,0.0001486927,0.00133372,0.00112607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001066835,0.0000612279,0.8797479,0.0001238604,0.00006319808,0.00000472474,0.001830791,9.95386e-8,0.00001584303,0.00001518317,0.01099147,0.1071351],"study_design_scores_gemma":[0.000537374,0.00006826056,0.9858159,0.003316291,0.0001003115,0.00002274642,0.007532122,0.000009769878,0.0000111072,0.0000591707,0.002469885,0.00005701908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914751,0.00502086,0.00001675429,0.0008991311,0.0002588282,0.000117076,0.00007002125,0.000001784426,0.00214042],"genre_scores_gemma":[0.9960708,0.002215154,0.0007523585,0.0002869401,0.0001211355,7.651459e-7,0.00004688727,0.000006029567,0.0004999124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2585809,"threshold_uncertainty_score":0.9970491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09925452747252132,"score_gpt":0.417941570881441,"score_spread":0.3186870434089196,"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."}}