{"id":"W2614566108","doi":"10.1002/pon.4452","title":"Individual training at the undergraduate level to promote competence in breaking bad news in oncology","year":2017,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Swiss Cancer Research Foundation; Centre Hospitalier Universitaire Vaudois","keywords":"Checklist; Competence (human resources); Psychology; Medical education; Communication skills; Communication skills training; Nonverbal communication; Intervention (counseling); Medicine; Oncology; Nursing; Social psychology; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002104954,0.0002922448,0.0007479411,0.0003372246,0.002160112,0.00002763477,0.002275192,0.0006378096,0.0001802902],"category_scores_gemma":[0.001726172,0.0002493508,0.0000710746,0.0003551075,0.0003600387,0.0002232829,0.001460188,0.002263443,0.0005302306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002691939,"about_ca_system_score_gemma":0.002107902,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.006843511,"about_ca_topic_score_gemma":0.2067539,"domain_scores_codex":[0.9926226,0.003636575,0.001439405,0.0007000708,0.0003385991,0.001262777],"domain_scores_gemma":[0.9934961,0.002788337,0.001170826,0.002072475,0.0001786092,0.0002936109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005133419,0.0003314597,0.3275479,0.0001060601,0.00003487882,0.00005288259,0.4154031,0.0000501486,0.0005099784,0.002607887,0.004953959,0.2478884],"study_design_scores_gemma":[0.004991807,0.0008006815,0.5258213,0.0006186863,0.00001834255,0.00003561613,0.07978664,0.0003114464,0.00001666454,0.006505406,0.3806916,0.0004018585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.672326,0.0004747455,0.0001201176,0.2680068,0.003447986,0.003572406,0.00007155713,0.0000869353,0.05189347],"genre_scores_gemma":[0.9798336,0.0001638156,0.005677554,0.01194245,0.0002363148,0.001559228,0.00003440307,0.00004819001,0.0005044542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3757376,"threshold_uncertainty_score":0.9999959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5277590837764422,"score_gpt":0.5342003757269045,"score_spread":0.00644129195046228,"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."}}