{"id":"W3082031896","doi":"10.1016/j.pec.2020.08.028","title":"Upscaling communication skills training – lessons learned from international initiatives","year":2020,"lang":"en","type":"article","venue":"Patient Education and Counseling","topic":"Patient-Provider Communication in Healthcare","field":"Health Professions","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lundbeckfonden","keywords":"Training (meteorology); Medical education; Psychology; Communication skills; Applied psychology; Medicine; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0001965115,0.0001725999,0.0002237904,0.0000967075,0.00106507,0.00004480658,0.0003381784,0.0001401143,0.0004676302],"category_scores_gemma":[0.0009946804,0.0001866131,0.00004438201,0.0002092831,0.00006981583,0.0004104492,0.0001647013,0.0006960405,0.0001155962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001424029,"about_ca_system_score_gemma":0.0006581653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003053301,"about_ca_topic_score_gemma":0.00004736332,"domain_scores_codex":[0.9975055,0.0008022806,0.0007684257,0.000379439,0.0002702272,0.0002740951],"domain_scores_gemma":[0.9971958,0.001076475,0.0005426975,0.0003899221,0.0005437235,0.0002513797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005911177,0.0001912211,0.01221893,0.00007277346,0.00004649098,1.608182e-7,0.6409123,0.00008458119,0.0001759866,0.001930075,0.001391736,0.3429166],"study_design_scores_gemma":[0.001090166,0.00008561945,0.009511541,0.001060976,0.00004939032,0.000001051935,0.7428017,0.01761353,0.00009201968,0.005352664,0.2217931,0.0005482236],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8759014,0.005284527,0.001624847,0.09583211,0.00202695,0.001108609,0.0001584108,0.0003403875,0.01772278],"genre_scores_gemma":[0.9780117,0.002530104,0.005688579,0.01231174,0.0002817624,0.0002974228,0.0008004569,0.00003155986,0.00004671783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3423684,"threshold_uncertainty_score":0.8191763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2896369057277355,"score_gpt":0.4534328853714617,"score_spread":0.1637959796437262,"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."}}