{"id":"W4408887279","doi":"10.46743/1540-580x/2023.2322","title":"Prevalence and Risk Factors for Anxiety in Medical and Allied Health Students in the United States and Canada","year":2023,"lang":"en","type":"article","venue":"Internet Journal of Allied Health Sciences and Practice","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; Family medicine; Psychology; Environmental health; Medicine; Psychiatry; Gerontology; Clinical psychology","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":[0.02014494,0.0001583093,0.0004141954,0.0002549161,0.0007450897,0.00006444117,0.0003337767,0.0001113916,0.00001554191],"category_scores_gemma":[0.003025142,0.00009417073,0.00001523451,0.0004035508,0.000215808,0.0003324608,0.0001777841,0.001203469,2.642508e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370349,"about_ca_system_score_gemma":0.00285534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.620406,"about_ca_topic_score_gemma":0.5661802,"domain_scores_codex":[0.9943798,0.002583751,0.001136326,0.0003032973,0.0009437296,0.0006531483],"domain_scores_gemma":[0.986294,0.01181147,0.001124289,0.00008621836,0.0001591308,0.0005248584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002534746,0.00005304022,0.9624054,0.0009436158,0.00001706694,0.00001677497,0.02601615,0.00001144084,2.499345e-7,0.0002054671,0.0030487,0.00702858],"study_design_scores_gemma":[0.001500548,0.0009327169,0.8922446,0.003442566,0.00001278501,0.00007503153,0.07504584,0.002701396,2.849148e-7,0.0004349937,0.02348269,0.0001265582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9010977,0.006525885,0.00002511235,0.09127031,0.0003320826,0.000684089,0.00004207688,0.000005157088,0.00001764306],"genre_scores_gemma":[0.7443041,0.2432644,0.0002356109,0.01205682,0.00006878596,0.00001780474,0.000005788607,0.000007240477,0.00003947276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2367385,"threshold_uncertainty_score":0.6981875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09641906225955894,"score_gpt":0.5020128282450904,"score_spread":0.4055937659855315,"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."}}