{"id":"W3116028498","doi":"10.3747/co.27.6221","title":"Code Status Communication Training in Postgraduate Oncology Programs: A Needs Assessment","year":2020,"lang":"en","type":"article","venue":"Current Oncology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Network for Innovation in Education; University of Ottawa; McMaster University","funders":"","keywords":"Medicine; Code (set theory); Training (meteorology); Medical education; Oncology; Medical physics; Internal medicine; Computer science; Programming language","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01169825,0.0003088812,0.000391854,0.003946962,0.004516794,0.001974729,0.001449381,0.001110493,0.001982429],"category_scores_gemma":[0.0329323,0.0005937939,0.0005446676,0.003446355,0.001118292,0.002649126,0.003394518,0.001446909,0.0002661871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02048195,"about_ca_system_score_gemma":0.0792829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2600457,"about_ca_topic_score_gemma":0.4113211,"domain_scores_codex":[0.9933768,0.001075516,0.0004914188,0.0002127526,0.002934747,0.00190874],"domain_scores_gemma":[0.9714285,0.004019303,0.004573894,0.0003467274,0.009265744,0.01036587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001687305,0.001490973,0.7436947,0.001884932,0.00003426786,0.0005446668,0.07101651,0.0002371395,0.000445228,0.000407602,0.008983525,0.1710916],"study_design_scores_gemma":[0.00002840583,0.0005263317,0.905544,0.001057253,0.00001752986,0.0002233476,0.08477569,0.000425844,0.0001452667,0.0001272834,0.00710327,0.00002580091],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850363,0.0009565565,0.0002528958,0.008806827,0.00006369485,0.0008717192,0.0004816416,0.00002639108,0.003504109],"genre_scores_gemma":[0.9926901,0.002059118,0.002504237,0.0008517622,0.00004989631,0.0008505016,0.0004251935,0.000006836834,0.0005621904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2600457,"threshold_uncertainty_score":0.5170642,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.598223292956061,"score_gpt":0.5773133449866564,"score_spread":0.0209099479694046,"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."}}