{"id":"W6892003646","doi":"10.48620/36469","title":"International comparison of hospitalizations and emergency department visits related to mental health conditions across high-income countries before and during the COVID-19 pandemic.","year":2024,"lang":"en","type":"article","venue":"Open Access CRIS of the University of Bern","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emergency department; Mental health; Acute care; Pandemic; Observational study; Health care; Mental health care; Inpatient care","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":[0.0002277199,0.00007691712,0.0001858636,0.00006299796,0.000523056,0.00003942027,0.0006902261,0.00003692568,0.0005704827],"category_scores_gemma":[0.00001320411,0.0000624339,0.00003820574,0.0001874678,0.0001787353,0.000282157,0.001081275,0.00007792807,0.000002908853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468531,"about_ca_system_score_gemma":0.0001176284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01393373,"about_ca_topic_score_gemma":0.009551474,"domain_scores_codex":[0.9992119,0.00008109495,0.0002424893,0.000189512,0.0001525078,0.0001224981],"domain_scores_gemma":[0.9994257,0.00005980792,0.0001911298,0.0001820185,0.00004595621,0.00009540559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001108224,0.00008582067,0.9606066,0.0002482784,0.0001576271,0.000001348675,0.02751495,0.00006020094,0.00002746839,0.005344735,0.005514902,0.0003272124],"study_design_scores_gemma":[0.0007954772,0.0001123581,0.9651123,0.0001192251,0.00003779072,0.00000780804,0.007770916,0.00006409312,0.00005117887,0.0004204118,0.0254367,0.0000717057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823127,0.0003506805,0.0000847214,0.0140332,0.0004749478,0.0006450145,0.001780301,0.00001322984,0.0003052344],"genre_scores_gemma":[0.9980062,0.0003329384,0.00002297681,0.0001545086,0.000006150859,0.000001635536,0.00005738562,0.000005788718,0.001412363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0199218,"threshold_uncertainty_score":0.9926326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548560515113962,"score_gpt":0.4609214054270888,"score_spread":0.4154358002759491,"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."}}