{"id":"W4386588999","doi":"10.1097/01.eem.0000824112.45397.7d","title":"Special Report","year":2022,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001826914,0.0001970298,0.0004327048,0.0001655052,0.00245423,4.973854e-7,0.0003337484,0.0001056732,0.3752137],"category_scores_gemma":[0.0008176668,0.0001520207,0.00009304917,0.0005364811,0.00004757694,0.00006230545,0.000390931,0.001505041,0.000449055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002077534,"about_ca_system_score_gemma":0.0006326038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003737306,"about_ca_topic_score_gemma":0.000788177,"domain_scores_codex":[0.995303,0.001000524,0.001567751,0.0004552545,0.0009641562,0.0007093005],"domain_scores_gemma":[0.9981726,0.0001841226,0.0005407018,0.0005820476,0.0001932342,0.000327251],"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":[0.00004582358,0.00005232923,0.09828578,0.00008811912,0.00001256502,0.0001209516,0.003365954,0.000001592245,0.00007326257,0.001250165,0.8878642,0.008839288],"study_design_scores_gemma":[0.000595479,0.0001648387,0.01876949,0.0001750165,0.00001603188,0.00001819167,0.01138496,0.00001295091,0.00000122477,0.001417122,0.9672925,0.0001521971],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06966461,0.003042496,0.000104805,0.0834698,0.1160794,0.001431917,0.00004756989,0.0002336237,0.7259257],"genre_scores_gemma":[0.09306291,0.00287183,0.0002323686,0.009482585,0.1732276,0.002015029,0.0005623983,0.0001419583,0.7184033],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3747646,"threshold_uncertainty_score":0.9988444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1219519998041225,"score_gpt":0.483156701265226,"score_spread":0.3612047014611035,"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."}}