{"id":"W4389933656","doi":"10.1186/s12888-023-05455-8","title":"Optimal cut-offs of depression screening tools during the COVID-19 pandemic: a systematic review","year":2023,"lang":"en","type":"review","venue":"BMC Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Depression (economics); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE; Psychiatry; Psychology; Coronavirus Infections; Medicine; Virology; Biology; Disease; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02246469,0.002049014,0.01188034,0.009749694,0.0007836624,0.003036351,0.002743637,0.002619867,0.002941145],"category_scores_gemma":[0.08819472,0.001464298,0.01637938,0.008060089,0.0008824781,0.003077218,0.001495823,0.001501024,0.0002222843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004457378,"about_ca_system_score_gemma":0.008810722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009140486,"about_ca_topic_score_gemma":0.02071839,"domain_scores_codex":[0.9815576,0.007446995,0.007105945,0.001411049,0.002086907,0.0003915558],"domain_scores_gemma":[0.9228937,0.0629875,0.008680977,0.0008411464,0.004206811,0.0003898525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.001408453,0.00003776271,0.005060812,0.8786151,0.0605416,0.00009447978,0.0002195351,0.0002961443,0.0001174182,0.0002272863,0.001406283,0.0519751],"study_design_scores_gemma":[0.001706,0.0004193588,0.0146764,0.5630643,0.4101022,0.0003317229,0.0003623509,0.0004237634,0.0003166773,0.0007114538,0.007781937,0.0001038676],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002507762,0.9958823,0.000256781,0.0003074239,0.00009162351,0.000318647,0.0004303985,0.000009075962,0.0001960349],"genre_scores_gemma":[0.1004225,0.8921606,0.00326182,0.001138666,0.000225127,0.001699777,0.0009683889,0.00001690995,0.0001063309],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02246469,"threshold_uncertainty_score":0.1188061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2773099396613223,"score_gpt":0.4939664621420804,"score_spread":0.2166565224807581,"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."}}