{"id":"W4214549930","doi":"10.2196/preprints.37527","title":"Faculty-Wide Peer-Support Program During the COVID-19 Pandemic: Design and Preliminary Results (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Parkwood Institute; Western University","funders":"","keywords":"Peer support; Preprint; Burnout; Peer review; Health care; Confidentiality; Mental health; Best practice; Psychology; Population; Peer mentoring; Context (archaeology); Stigma (botany); Medical education; Nursing; Medicine; Political science; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0140578,0.0009009123,0.0007362548,0.001066971,0.002983561,0.001595364,0.001846677,0.001338865,0.01046498],"category_scores_gemma":[0.01427789,0.0006279228,0.00109676,0.001088867,0.001622733,0.001013676,0.00192038,0.001343643,0.002323117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006589953,"about_ca_system_score_gemma":0.02494718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01707179,"about_ca_topic_score_gemma":0.02128115,"domain_scores_codex":[0.990533,0.00604252,0.0004247964,0.0006658506,0.0008345837,0.001499215],"domain_scores_gemma":[0.9868568,0.003898806,0.0009617922,0.0009461467,0.002695462,0.004640981],"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":[0.04978375,0.3061401,0.08655254,0.004337593,0.0004464414,0.0007249052,0.01978963,0.006067586,0.005981766,0.002301629,0.02114869,0.4967254],"study_design_scores_gemma":[0.06142228,0.5471004,0.2911887,0.001406,0.0008187696,0.0001588559,0.03949792,0.003308092,0.01113544,0.00213083,0.04153543,0.0002972255],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7896428,0.0002769323,0.005324652,0.0008796412,0.00025634,0.192594,0.003332759,0.0002992125,0.007393647],"genre_scores_gemma":[0.6026391,0.0005256383,0.03815577,0.001123982,0.0002382052,0.345811,0.002395032,0.00007382356,0.009037435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01707179,"threshold_uncertainty_score":0.07434565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2132065213472814,"score_gpt":0.4953057082217635,"score_spread":0.2820991868744821,"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."}}