{"id":"W4408586070","doi":"10.1177/19160216251321458","title":"Impact of the COVID-19 Pandemic on Retirement Among Canadian Otolaryngologists","year":2025,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Pandemic; Demography; Otorhinolaryngology; Anxiety; Gerontology; Likert scale; Coronavirus disease 2019 (COVID-19); Workload; Family medicine; Psychology; Internal medicine; Disease; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007967713,0.0001973146,0.0001389356,0.000752442,0.002495722,0.0008174891,0.0005070303,0.0003658055,0.003657205],"category_scores_gemma":[0.003355663,0.0001180148,0.0003975493,0.001020741,0.0006115603,0.0003700317,0.001055697,0.0005106374,0.0001649622],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01182445,"about_ca_system_score_gemma":0.02008871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9497691,"about_ca_topic_score_gemma":0.9753493,"domain_scores_codex":[0.9990698,0.0000822703,0.00003750794,0.0000525245,0.0003361252,0.0004218939],"domain_scores_gemma":[0.9979345,0.000142266,0.0005563648,0.00003331541,0.0005980926,0.0007354738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005404533,0.00003687818,0.9831465,0.00005234029,0.00001958982,0.0001103831,0.003200282,0.00006614288,0.0001862809,0.00007670199,0.002443622,0.01060725],"study_design_scores_gemma":[0.000002291743,0.00002334014,0.9930101,0.00003600136,0.00000629996,0.00003706925,0.005408796,0.00004658429,0.0000200102,0.00001161013,0.0013908,0.000006998724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917316,0.0006257776,0.00003154872,0.001847328,0.00002901635,0.00003488005,0.001003469,0.000004221514,0.004692236],"genre_scores_gemma":[0.9984406,0.0005977374,0.00005471393,0.0002454017,0.00001499496,0.000009544649,0.0002833554,8.718065e-7,0.0003528979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9881756,"threshold_uncertainty_score":0.1010533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08519836138685302,"score_gpt":0.424869024291039,"score_spread":0.339670662904186,"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."}}