{"id":"W7047775068","doi":"","title":"The Impact of COVID-19 on the Mental Health of Healthcare Workers","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Superconducting and THz Device Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Vetting; Health care; Government (linguistics); Pandemic; Presentation (obstetrics); Relevance (law); Public health; Mental healthcare; Health policy","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":[],"consensus_categories":[],"category_scores_codex":[0.0009148191,0.0001600511,0.0003394701,0.000173241,0.0008938328,0.00001014458,0.0007327533,0.00009529752,0.0002286197],"category_scores_gemma":[0.00006801962,0.0001184721,0.0003348668,0.0006092572,0.0004939707,0.0001128351,0.0002176708,0.0004658822,0.000009857599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002244913,"about_ca_system_score_gemma":0.0006764699,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01172221,"about_ca_topic_score_gemma":0.0005741883,"domain_scores_codex":[0.9986612,0.0003216158,0.0002367904,0.0002437347,0.0002218005,0.0003148374],"domain_scores_gemma":[0.998423,0.0004123557,0.0003373346,0.0006058869,0.0001027434,0.0001186673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001851561,0.0001545063,0.9540586,0.00006316109,0.0004399017,7.20189e-7,0.003397674,0.00005560425,0.0009541819,0.03429214,0.002300208,0.004098071],"study_design_scores_gemma":[0.005671209,0.001669602,0.4410231,0.0007614025,0.0001426915,0.000006018536,0.5042301,0.0000949733,0.007858298,0.02480976,0.01306247,0.0006703922],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691275,0.0002597966,0.00003369893,0.0289664,0.0001119392,0.0003017577,0.0001356443,0.00002653287,0.001036784],"genre_scores_gemma":[0.9991984,0.00001865162,0.00005160646,0.0001308258,0.00001570921,6.229473e-7,0.00002004411,0.000008527905,0.0005556224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130356,"threshold_uncertainty_score":0.9948588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02750968871894913,"score_gpt":0.3035384266271754,"score_spread":0.2760287379082262,"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."}}