{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01703684,0.00119234,0.001576007,0.001652204,0.02836029,0.02480455,0.003000754,0.008280392,0.007475615],"category_scores_gemma":[0.0316519,0.0009868969,0.001024776,0.00179418,0.02398323,0.01637162,0.02643322,0.01484158,0.002317844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006043923,"about_ca_system_score_gemma":0.009671832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009117596,"about_ca_topic_score_gemma":0.0125164,"domain_scores_codex":[0.9685342,0.02299495,0.0005968236,0.001491576,0.002752399,0.003630046],"domain_scores_gemma":[0.9675405,0.01750967,0.001829843,0.001088438,0.002492544,0.009538999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002354207,0.00002573647,0.0006476591,0.00008995307,0.000006076313,0.001003857,0.9849386,0.00001515503,0.0002212678,0.001766422,0.006240376,0.005021256],"study_design_scores_gemma":[0.000002875417,0.00003337395,0.0002591727,0.0001735432,0.000003646297,0.0004400157,0.9677542,0.0000215718,0.00005842337,0.0008012316,0.03043107,0.00002078857],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6722316,0.02485545,0.009529152,0.1958999,0.007544124,0.0002959164,0.0003873074,0.0002987833,0.08895786],"genre_scores_gemma":[0.9403857,0.006000489,0.00203967,0.02864924,0.00080128,0.0001686884,0.0001211265,0.0002852538,0.02154863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02836029,"threshold_uncertainty_score":0.09010053,"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."}}