{"id":"W3183526773","doi":"10.1136/postgradmedj-2021-140463","title":"What became of the ‘eyes and the ears’?: exploring the challenges to reporting poor quality of care among trainee medical staff","year":2021,"lang":"en","type":"article","venue":"Postgraduate Medical Journal","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Loyalty; Skepticism; Burnout; Patient safety; Context (archaeology); Medical education; Nursing; Health care; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.05020138,0.0004641617,0.0006477939,0.002009071,0.01348299,0.01035409,0.003086735,0.007610974,0.00154286],"category_scores_gemma":[0.2265069,0.001435461,0.000643359,0.002418506,0.008695019,0.01089048,0.009348962,0.007795525,0.0004129892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006059098,"about_ca_system_score_gemma":0.01131487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02000559,"about_ca_topic_score_gemma":0.02751669,"domain_scores_codex":[0.9530153,0.03568216,0.003254725,0.0007989168,0.003791262,0.003457695],"domain_scores_gemma":[0.8117194,0.1340825,0.02584205,0.003742088,0.01548697,0.00912698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004441999,0.00009010205,0.05087905,0.0004136132,0.00002428955,0.002163219,0.9166501,0.00004867938,0.0003257601,0.0008161348,0.004524957,0.02401963],"study_design_scores_gemma":[0.00000394995,0.0001253708,0.01074823,0.0002397021,0.000009602623,0.001020603,0.9819106,0.0001076246,0.0001206631,0.0003407281,0.005345274,0.00002761841],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188224,0.001690423,0.00200031,0.07184316,0.0005107312,0.0001822173,0.0000827926,0.00006259695,0.004805376],"genre_scores_gemma":[0.9810975,0.001633376,0.003001078,0.01260693,0.000210038,0.0001677902,0.0000365304,0.00003582862,0.001210926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05020138,"threshold_uncertainty_score":0.2654934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2362217499699454,"score_gpt":0.4739066115954889,"score_spread":0.2376848616255435,"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."}}