{"id":"W4383710101","doi":"10.1177/02692163231186180","title":"Education modalities for serious illness communication training: A scoping review on the impact on clinician behavior and patient outcomes","year":2023,"lang":"en","type":"review","venue":"Palliative Medicine","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"McMaster University","keywords":"Modalities; Medicine; Psychological intervention; Coaching; MEDLINE; Inclusion (mineral); Patient education; Family medicine; Nursing; Psychology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01038367,0.001541323,0.005306723,0.01063765,0.0008177715,0.002899075,0.002031471,0.002255584,0.006609395],"category_scores_gemma":[0.04406975,0.0008474777,0.006809321,0.01009542,0.0008929332,0.002237627,0.001842389,0.001474924,0.0006019681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003164977,"about_ca_system_score_gemma":0.01128482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007911254,"about_ca_topic_score_gemma":0.01715109,"domain_scores_codex":[0.994444,0.001924043,0.001944058,0.0003446809,0.001156501,0.0001867778],"domain_scores_gemma":[0.9650428,0.02884412,0.003505471,0.0003440424,0.002041099,0.0002224475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001695513,0.0000434464,0.0003265493,0.8162782,0.002162598,0.00005246791,0.0002846373,0.0001238296,0.0001288735,0.0003940182,0.002199592,0.1778362],"study_design_scores_gemma":[0.00006224529,0.00009930722,0.001260813,0.9707797,0.009672632,0.0001216024,0.000176446,0.00004814569,0.0001347458,0.0001786174,0.01745211,0.00001370029],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003811319,0.998672,0.0001044363,0.0001739376,0.00007868106,0.000153419,0.00008737844,0.000005165522,0.0003438424],"genre_scores_gemma":[0.003087751,0.9959494,0.0003266632,0.0001545475,0.00003840891,0.0002798432,0.000082011,0.000003110096,0.00007819852],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01063765,"threshold_uncertainty_score":0.05491483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6423347556810654,"score_gpt":0.618648417237355,"score_spread":0.02368633844371038,"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."}}