{"id":"W4321129936","doi":"10.2196/37527","title":"Faculty-Wide Peer-Support Program During the COVID-19 Pandemic: Design and Preliminary Results","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkwood Institute; Western University","funders":"","keywords":"Peer support; Burnout; Health care; Nursing; Mental health; Population; Psychology; Confidentiality; Context (archaeology); Medical education; Medicine; Public relations; Political science; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.01400805,0.000983856,0.0005491574,0.001151755,0.003763057,0.001219236,0.002205399,0.001187393,0.006180904],"category_scores_gemma":[0.009817444,0.0006257318,0.0008134011,0.0009152971,0.00181087,0.0008976622,0.002447962,0.00143418,0.00096758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007294697,"about_ca_system_score_gemma":0.03005581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02358891,"about_ca_topic_score_gemma":0.05003299,"domain_scores_codex":[0.9902463,0.005839455,0.0003973043,0.000714227,0.0009872461,0.001815422],"domain_scores_gemma":[0.9906139,0.002022049,0.0006115369,0.0007092792,0.002362193,0.003680933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02965889,0.3918859,0.1134982,0.002953821,0.0002386245,0.000948919,0.02825595,0.004826551,0.008467263,0.001666649,0.005764706,0.4118345],"study_design_scores_gemma":[0.04475496,0.5253553,0.334751,0.001015841,0.000514576,0.0002887388,0.043319,0.004106208,0.01475492,0.001715409,0.02915023,0.000273759],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7789351,0.0001450692,0.005252779,0.0003528573,0.00009780362,0.2086127,0.0009419605,0.0001419716,0.005519853],"genre_scores_gemma":[0.6163616,0.0004233244,0.04435191,0.0005251856,0.0001320217,0.3300044,0.0009835035,0.00003151187,0.007186447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02358891,"threshold_uncertainty_score":0.07408249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3760243520411337,"score_gpt":0.5949585917489254,"score_spread":0.2189342397077917,"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."}}