{"id":"W4411107314","doi":"10.3389/fsoc.2025.1619110","title":"Editorial: Voices from the frontline: the lived experiences of healthcare professionals in the workplace","year":2025,"lang":"en","type":"editorial","venue":"Frontiers in Sociology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Health care; Lived experience; Public relations; Sociology; Engineering ethics; Political science; Nursing; Medicine; Psychology; Engineering; Law","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.008381563,0.0006354806,0.001771154,0.0002014737,0.001746387,0.00001836082,0.003414077,0.005001988,0.0001587166],"category_scores_gemma":[0.007363537,0.0002946598,0.0002840428,0.0005618538,0.001648185,0.0001051982,0.0007270469,0.01096258,0.00001734052],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005342665,"about_ca_system_score_gemma":0.00711923,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436998,"about_ca_topic_score_gemma":0.004709063,"domain_scores_codex":[0.9747398,0.01900233,0.002412061,0.0009724995,0.001504556,0.001368676],"domain_scores_gemma":[0.9563225,0.03980329,0.00173547,0.0013147,0.0007210989,0.0001029256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003262086,0.00008292378,0.01031406,0.0003206858,0.0000569544,0.000003019489,0.2773221,9.587282e-7,2.983909e-7,0.00007012292,0.7108383,0.0006643225],"study_design_scores_gemma":[0.0006634269,0.00005284876,0.0009637581,0.003687677,0.00002651256,3.449462e-8,0.4471492,0.00001030092,3.281619e-7,0.003223502,0.5440511,0.0001714228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.006461946,0.05316558,0.00003869356,0.0486544,0.8879594,0.002939793,0.000519303,0.00003840993,0.000222496],"genre_scores_gemma":[0.008506713,0.005929279,0.0003306553,0.004492122,0.9731646,0.004878547,0.0008002879,0.00005427261,0.00184359],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.169827,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02803066658599756,"score_gpt":0.4224273177461874,"score_spread":0.3943966511601898,"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."}}