{"id":"W7074168292","doi":"","title":"United States anesthesiologists over 50 retirement decision making and workforce implications","year":2012,"lang":"en","type":"article","venue":"Queensland's institutional digital repository (The University of Queensland)","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Anesthesiology; Work (physics); Work hours; Aging in the American workforce; Retirement age; Workforce planning; Health care; Quarter (Canadian coin)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00133598,0.0001201863,0.0001133975,0.0006109268,0.00058426,0.0005143096,0.0001567175,0.0002730495,0.005538578],"category_scores_gemma":[0.006207881,0.00006311877,0.0001796119,0.0004994617,0.0002054601,0.0003378338,0.0004752351,0.000347362,0.0004331789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000542285,"about_ca_system_score_gemma":0.0006514827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01213614,"about_ca_topic_score_gemma":0.02271293,"domain_scores_codex":[0.9994537,0.0002737081,0.00003941079,0.00004363858,0.00007447274,0.0001150768],"domain_scores_gemma":[0.9975287,0.000609486,0.0007759708,0.00004403836,0.0004037317,0.0006381805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001095164,0.00009423867,0.9458534,0.00004916235,0.00002666629,0.0001349665,0.0008924789,0.000153488,0.00007284457,0.0002634995,0.0103535,0.04199633],"study_design_scores_gemma":[0.00001353049,0.00008994756,0.9909098,0.0001418362,0.00002096518,0.0001610241,0.002903301,0.0003783042,0.0000301581,0.0003896725,0.004955032,0.000006483559],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753457,0.003701876,0.000163527,0.01068663,0.0001430577,0.0000209107,0.0008760598,0.00001195478,0.009050415],"genre_scores_gemma":[0.9974052,0.001106103,0.00006303815,0.0006566148,0.00005917003,0.000009474104,0.0002533435,0.000001491431,0.0004454664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213614,"threshold_uncertainty_score":0.024131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04731568866339113,"score_gpt":0.3464653990487422,"score_spread":0.299149710385351,"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."}}