{"id":"W4414148407","doi":"10.1016/j.ssaho.2025.101952","title":"Well-being of health workers during the COVID-19 pandemic in Quebec, Canada","year":2025,"lang":"en","type":"article","venue":"Social Sciences & Humanities Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Mental health; Anxiety; Depression (economics); Health care; Stigma (botany); Pandemic; Population; Distress","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":[0.0009765411,0.0004461648,0.0004797303,0.001230042,0.004561714,0.001688372,0.001423527,0.0006126842,0.00271503],"category_scores_gemma":[0.002199196,0.000296723,0.0006751157,0.003990927,0.001039629,0.0006275573,0.001046056,0.001214618,0.000288801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05187532,"about_ca_system_score_gemma":0.04071336,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985259,"about_ca_topic_score_gemma":0.9991778,"domain_scores_codex":[0.999054,0.0001139946,0.00005416336,0.0001208516,0.0001973092,0.0004596439],"domain_scores_gemma":[0.9968472,0.0002067701,0.0004695794,0.00006884311,0.001305773,0.001101817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006859715,0.0000767553,0.9852589,0.00009943261,0.00005420947,0.00009630137,0.003265507,0.0002029414,0.0001502647,0.0001209355,0.004392969,0.006213108],"study_design_scores_gemma":[0.000005405408,0.00002483641,0.9944463,0.00009207382,0.00001249168,0.00001781941,0.004159041,0.0001821901,0.00002491862,0.00001576993,0.00100276,0.00001644661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777601,0.002001512,0.0001846192,0.002245055,0.00004996415,0.0001747591,0.01311671,0.0000185827,0.004448589],"genre_scores_gemma":[0.9946852,0.0007753777,0.0002271086,0.0004493218,0.00001210041,0.00006243784,0.002418021,0.000005332714,0.001365066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05187532,"threshold_uncertainty_score":0.3763835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390388864035757,"score_gpt":0.4789486457870429,"score_spread":0.3399097593834672,"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."}}