{"id":"W4412438877","doi":"10.1002/jgc4.70076","title":"Factors influencing retention of patient‐facing genetic counselors: Role of generational age and work environment","year":2025,"lang":"en","type":"article","venue":"Journal of Genetic Counseling","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salary; Autonomy; Flexibility (engineering); Medicine; Specialty; Job satisfaction; Health care; Family medicine; Nursing; Position (finance); Work experience; Psychology; Work (physics); Business; Social psychology; Political science; Management","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":[0.0006929665,0.00008010206,0.0002213796,0.0001549568,0.0001671429,0.00002998812,0.0001614131,0.00006894263,0.00005469395],"category_scores_gemma":[0.00009747948,0.00007475499,0.00007672761,0.0001713471,0.0001923563,0.00007860979,0.00002641325,0.0001137577,2.998227e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007720906,"about_ca_system_score_gemma":0.0001828803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001398863,"about_ca_topic_score_gemma":0.00003305468,"domain_scores_codex":[0.9983091,0.0001012975,0.0005215888,0.00009711277,0.0008388695,0.0001320182],"domain_scores_gemma":[0.9991074,0.0001151351,0.0004248536,0.00007475939,0.0002100454,0.00006784361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001880883,0.0001985639,0.5698591,0.000209129,0.0004483814,0.00005490003,0.2110368,0.03639933,0.06543854,0.0004783381,0.0005445884,0.1151442],"study_design_scores_gemma":[0.002625436,0.001048306,0.5845876,0.002931524,0.001211429,0.00001710056,0.3525272,0.0006536831,0.01368459,0.009829855,0.030211,0.0006722307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918454,0.00576866,0.001832699,0.00005913695,0.0002492676,0.00008210785,0.000003406317,0.000002401702,0.0001568807],"genre_scores_gemma":[0.9954926,0.002232674,0.002107314,0.00004531215,0.00007793102,4.288747e-7,0.000001200327,0.000003417815,0.00003912339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1414904,"threshold_uncertainty_score":0.304842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342653130352963,"score_gpt":0.23020605215913,"score_spread":0.2167795208556004,"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."}}