{"id":"W4210939717","doi":"10.1111/tct.13466","title":"Genetic simulation for high‐stakes conversations","year":2022,"lang":"en","type":"article","venue":"The Clinical Teacher","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto; Western University","funders":"University of Toronto","keywords":"Curriculum; Hostility; Medical education; Psychology; Anger; Coaching; Medical genetics; Genetic counseling; Test (biology); Medicine; Clinical psychology; Pedagogy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006097788,0.00006762207,0.00007839835,0.00001215068,0.000258512,0.00001070335,0.0002164743,0.00005683353,0.0003355233],"category_scores_gemma":[0.0003315805,0.00005629516,0.000107755,0.0000588203,0.0001010117,0.000001273623,0.0001056433,0.0001268233,0.00001134769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003732918,"about_ca_system_score_gemma":0.0001142321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007892272,"about_ca_topic_score_gemma":0.000007355174,"domain_scores_codex":[0.999094,0.0002094601,0.0002603697,0.0002225668,0.00009699849,0.0001165883],"domain_scores_gemma":[0.9992785,0.0001847545,0.00009119573,0.0003652635,0.00005251639,0.00002780042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001323072,0.000902157,0.03290845,0.00002410194,0.0008082262,0.000001842517,0.001242261,0.5837417,0.01431,0.002210594,0.2494686,0.113059],"study_design_scores_gemma":[0.003121341,0.0008130038,0.04323431,0.000001749956,0.0001504423,0.000004366478,0.0007134079,0.01666475,0.001244871,0.00550819,0.9282257,0.0003178444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708571,0.0003429939,0.0237238,0.003078976,0.0007868446,0.000635269,0.0000620701,0.00002493401,0.0004880423],"genre_scores_gemma":[0.9921531,0.00001274611,0.001818109,0.001077554,0.0006538054,0.00028278,0.0000949747,0.0000202334,0.003886695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6787571,"threshold_uncertainty_score":0.3673745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07504142029868091,"score_gpt":0.3883471999839213,"score_spread":0.3133057796852403,"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."}}