{"id":"W4388941904","doi":"10.2196/45200","title":"The Effects of Quality Assurance System Implementation on Work Well-Being and Patient Safety: Protocol for a Mixed Methods Study","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Quality assurance; Patient safety; Data collection; Protocol (science); Timeline; Reliability (semiconductor); Quality (philosophy); Work (physics); Medicine; Process management; Operations management; Medical education; Health care; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.09360234,0.005266492,0.007236994,0.004429799,0.004621661,0.004353488,0.003930116,0.008186814,0.04321549],"category_scores_gemma":[0.08862851,0.003332291,0.004946554,0.005246252,0.003279518,0.002730751,0.002693865,0.006544304,0.01014639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008151517,"about_ca_system_score_gemma":0.02415062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895603,"about_ca_topic_score_gemma":0.004565459,"domain_scores_codex":[0.9356966,0.04313972,0.008835763,0.003287719,0.005775827,0.003264349],"domain_scores_gemma":[0.9345052,0.0276647,0.008768421,0.01022367,0.01628646,0.002551566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"qualitative","study_design_scores_codex":[0.3549351,0.05382519,0.006576397,0.1119046,0.002626204,0.002586427,0.0176203,0.01457121,0.01950389,0.0313613,0.1027229,0.2817665],"study_design_scores_gemma":[0.3567072,0.09492579,0.03726715,0.04278931,0.001673418,0.0005769252,0.009056395,0.01798338,0.01649226,0.02527775,0.3960518,0.001198604],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007790342,0.00004577051,0.001200499,0.00006034285,0.0000954611,0.9972215,0.0003365083,0.00002879473,0.0002320695],"genre_scores_gemma":[0.0002846604,0.00002054774,0.001366593,0.00002393354,0.000006766486,0.9981969,0.00003000393,0.000001552125,0.00006906635],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09360234,"threshold_uncertainty_score":0.4950224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4522935976426989,"score_gpt":0.7381147493581982,"score_spread":0.2858211517154993,"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."}}