{"id":"W3200589821","doi":"10.1016/b978-0-12-818697-8.00164-3","title":"Pandemics and Clinical Psychology","year":2021,"lang":"en","type":"book-chapter","venue":"Comprehensive Clinical Psychology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Grief; Coronavirus disease 2019 (COVID-19); Stressor; Economic shortage; Psychology; Adaptability; Mental health; Health care; Face (sociological concept); Psychiatry; Medicine; Political science; Disease; Sociology; Infectious disease (medical specialty); Social science","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001568876,0.001170992,0.003495567,0.00034914,0.0002196126,0.0000318473,0.0009482698,0.005542492,0.005676202],"category_scores_gemma":[0.0004101052,0.001208942,0.001379672,0.0001236771,0.003374027,0.00005465003,0.0007251301,0.005640482,0.00336407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266384,"about_ca_system_score_gemma":0.0005163408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000383601,"about_ca_topic_score_gemma":0.0001353275,"domain_scores_codex":[0.9884514,0.00145257,0.004472096,0.004002056,0.0003694815,0.001252437],"domain_scores_gemma":[0.9872507,0.00643623,0.001469399,0.003060441,0.0005603603,0.001222836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002094037,0.001413818,0.02527283,0.0001747268,0.001824997,0.001955775,0.0001266447,1.036696e-7,0.00001330681,0.09617922,0.4468622,0.4240823],"study_design_scores_gemma":[0.005610781,0.002485038,0.09921013,0.0001722737,0.0003921261,0.0006292235,0.00004776357,0.000002638354,1.319662e-7,0.02071761,0.8698171,0.0009151261],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01294377,0.03194155,0.0007655016,0.009858867,0.04718826,0.00174811,0.0002996054,0.0004156502,0.8948387],"genre_scores_gemma":[0.005780399,0.07871908,0.001261131,0.3031982,0.008558908,0.0000888685,0.0007270098,0.0005619988,0.6011043],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4231672,"threshold_uncertainty_score":0.9993382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4949044558288361,"score_gpt":0.5978867684894031,"score_spread":0.102982312660567,"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."}}