{"id":"W4414239559","doi":"10.3389/978-2-8325-6483-7","title":"Voices from the Frontline: The Lived Experiences of Healthcare Professionals in the Workplace","year":2025,"lang":"en","type":"book","venue":"Frontiers research topics","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Al-Imam Muhammad Ibn Saud Islamic University; Princess Nourah Bint Abdulrahman University; U.S. Department of Health and Human Services; Agency for Healthcare Research and Quality; McMaster University","keywords":"Lived experience; Health care; Health professionals; Qualitative research; Identity (music); Perspective (graphical)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009740108,0.0003942878,0.0008235582,0.0002668658,0.003295049,0.00005880161,0.00315961,0.001065828,0.0003383684],"category_scores_gemma":[0.002101273,0.0001856384,0.0001931297,0.0007423918,0.0008107711,0.0001013098,0.0007742549,0.008319937,0.00006281916],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006381439,"about_ca_system_score_gemma":0.008262693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003663317,"about_ca_topic_score_gemma":0.003102097,"domain_scores_codex":[0.9842935,0.0101336,0.001369973,0.0006753391,0.002027696,0.001499908],"domain_scores_gemma":[0.9907727,0.006142325,0.0005960557,0.001655027,0.0006526919,0.0001811594],"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":[0.0001831683,0.0000377229,0.003207764,0.0005499126,0.00004079904,0.000007586081,0.1803804,0.0000014012,1.177692e-7,0.001928536,0.8101413,0.003521275],"study_design_scores_gemma":[0.0003088125,0.00005352364,0.001428644,0.002809568,0.0000153266,1.157949e-7,0.3101223,0.00005928424,0.000001382991,0.009257079,0.6758174,0.0001265716],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.005785168,0.09005946,0.0001498444,0.6564543,0.009755376,0.01236511,0.0001968145,0.00007632511,0.2251576],"genre_scores_gemma":[0.001918441,0.003472354,0.0003664469,0.007662883,0.003489498,0.002416667,0.0002042337,0.00004709206,0.9804224],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7552648,"threshold_uncertainty_score":0.9980025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08214296671410005,"score_gpt":0.4670314038808942,"score_spread":0.3848884371667942,"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."}}