{"id":"W3136143751","doi":"10.1186/s12889-021-10622-1","title":"Cross-sectional trend analysis of the NCHA II survey data on Canadian post-secondary student mental health and wellbeing from 2013 to 2019","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":78,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Mental health; Biostatistics; Medicine; Demography; Mental distress; Distress; Clinical psychology; Population; Cross-sectional study; Regression analysis; Public health; Psychiatry; Mental illness; Epidemiology; Environmental health; Internal medicine","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":[0.002619057,0.0004419819,0.0005223373,0.004237259,0.002037792,0.001302965,0.001536006,0.0003511754,0.003312966],"category_scores_gemma":[0.008533512,0.0003447446,0.001131163,0.01005951,0.0004486375,0.0004585659,0.001124886,0.001055983,0.0004818031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02072302,"about_ca_system_score_gemma":0.04461645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9920996,"about_ca_topic_score_gemma":0.9920076,"domain_scores_codex":[0.9975153,0.0001617687,0.0001961207,0.0003161106,0.001262203,0.0005485382],"domain_scores_gemma":[0.9910154,0.0003027914,0.001096641,0.000265952,0.006700759,0.0006184598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418794,0.00004009866,0.9756478,0.0002973822,0.0002313576,0.0000484163,0.0009407122,0.0003920881,0.0001894839,0.0003577142,0.01090439,0.01080869],"study_design_scores_gemma":[0.000005523887,0.00003018019,0.9947444,0.00007500464,0.00004455582,0.00002466016,0.0008636353,0.0003932422,0.00006356183,0.00001814603,0.003721592,0.0000155237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7356282,0.001292398,0.001679707,0.0009830174,0.00009343935,0.000446621,0.252467,0.0001947995,0.007214723],"genre_scores_gemma":[0.920955,0.0008382779,0.002331652,0.0002666834,0.00002232436,0.0004145963,0.07318708,0.00003920401,0.001945194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02072302,"threshold_uncertainty_score":0.1503567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363083344689627,"score_gpt":0.4655202165183127,"score_spread":0.3292118820493499,"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."}}