{"id":"W3214965769","doi":"10.4103/hm.hm_60_21","title":"A Comparative Epidemiology Model for Understanding Mental Morbidity and Planning Health System Response to the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Heart and Mind","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Pandemic; Epidemiology; Population; Disease; Medicine; Coronavirus; Virology; Coronavirus disease 2019 (COVID-19); Environmental health; Infectious disease (medical specialty); Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002500212,0.0001264507,0.0003960748,0.00006013269,0.0005766455,0.00001315961,0.0000431872,0.000078146,0.00001739235],"category_scores_gemma":[0.0001584253,0.0001001933,0.00003977808,0.00008437545,0.00008419964,0.00002721063,0.00005960327,0.0001361548,0.000007710754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007183519,"about_ca_system_score_gemma":0.0005921988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000442173,"about_ca_topic_score_gemma":0.0009839663,"domain_scores_codex":[0.9980873,0.00075011,0.0002935097,0.0004042994,0.00006242871,0.0004022968],"domain_scores_gemma":[0.997033,0.002289422,0.00007453381,0.0001723349,0.000015718,0.0004149794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01903718,0.0002908993,0.1875337,0.00147166,0.0002675861,0.00005738356,0.4959127,0.001239415,0.002077932,0.02900807,0.2612925,0.001810919],"study_design_scores_gemma":[0.009841914,0.002526099,0.04931359,0.0004490919,0.0001016533,0.00272003,0.3521385,0.07489147,0.00005448303,0.003503258,0.5035823,0.000877639],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9038607,0.003819442,0.0623813,0.0280637,0.0004710905,0.001029012,0.0002284495,0.00002798475,0.0001183348],"genre_scores_gemma":[0.982043,0.00002619824,0.0007414786,0.01636237,0.00007806002,0.00009055116,0.00002187073,0.0000090351,0.0006274436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2422898,"threshold_uncertainty_score":0.4435149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.628340645056484,"score_gpt":0.5544445068699833,"score_spread":0.07389613818650076,"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."}}