{"id":"W2809505224","doi":"10.9778/cmajo.20170162","title":"Role of allied health care professionals in goals-of-care discussions with hospitalized patients and perceived barriers: a cross-sectional survey","year":2018,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; York University; University of Toronto; Western University","funders":"","keywords":"Medicine; Health care; Likert scale; Family medicine; Nursing; Perspective (graphical); Health professionals; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002353975,0.0001297375,0.0005258115,0.00008313265,0.00008356023,0.00001214201,0.0001588177,0.00007828591,0.0001454984],"category_scores_gemma":[0.000359144,0.00008328276,0.00003960861,0.0001901063,0.0002610746,0.0001247029,0.0001538847,0.00009568485,0.000001702942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007338062,"about_ca_system_score_gemma":0.0004669578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002953407,"about_ca_topic_score_gemma":0.002774168,"domain_scores_codex":[0.9987129,0.0001734552,0.0003983907,0.0002584657,0.0002849505,0.0001718701],"domain_scores_gemma":[0.9985474,0.00009499637,0.0002308382,0.0002058466,0.0007605143,0.0001604506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001202105,0.0001016644,0.960293,0.0002059065,0.00004496973,5.697071e-7,0.03745473,4.673657e-7,0.0001408596,0.00001591026,0.0001178946,0.0004219403],"study_design_scores_gemma":[0.003507477,0.001297313,0.9731635,0.001414854,0.00001055036,3.256963e-7,0.0193651,0.000003544814,0.0008542422,0.00001167506,0.000277857,0.00009352242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965718,0.0009287363,0.000002735175,0.00007255809,0.00005821069,0.001010255,0.000390475,0.000005674337,0.0009594981],"genre_scores_gemma":[0.9984204,0.00004499917,0.000801302,0.0001087533,0.00002435095,0.00004219649,0.0004211916,0.00001622423,0.0001206285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01808962,"threshold_uncertainty_score":0.4464687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06951532227077105,"score_gpt":0.4484434054449765,"score_spread":0.3789280831742054,"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."}}