{"id":"W4220870571","doi":"10.1136/gpsych-2021-100590","title":"Mental health research in the Arab region in response to the COVID‐19 pandemic: a scoping review","year":2022,"lang":"en","type":"review","venue":"General Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Mental health; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Psychology; Political science; Medicine; Psychiatry; Outbreak; Pathology","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02718055,0.0004813127,0.001513027,0.0008134432,0.0007911553,0.0000468117,0.00171357,0.0002387236,0.000539858],"category_scores_gemma":[0.0002401205,0.0003023778,0.0004110127,0.003234156,0.0001063368,0.00004002182,0.0004049995,0.002799289,0.0002697665],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003624133,"about_ca_system_score_gemma":0.01086607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005114382,"about_ca_topic_score_gemma":0.01431932,"domain_scores_codex":[0.9707841,0.02393181,0.001713178,0.001244061,0.0009444713,0.001382376],"domain_scores_gemma":[0.995734,0.001613487,0.0004430748,0.001800007,0.00001510761,0.0003943735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005107155,0.0002908192,0.0004149671,0.06466231,0.00002409364,0.00004954563,0.003281549,0.0000014419,1.807135e-8,0.0007651842,0.3425237,0.5874757],"study_design_scores_gemma":[0.0005228878,0.0004133827,0.00007398719,0.07058246,0.00002225895,0.0005521451,0.0008559277,2.626142e-7,3.475377e-10,0.0001194069,0.9266037,0.0002536103],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006781117,0.8842105,0.000005293726,0.1014474,0.003050471,0.01054154,0.00008292986,0.00003591194,0.0005581611],"genre_scores_gemma":[0.000003607865,0.8923824,0.00006261497,0.1019144,0.0006707579,0.003678232,0.0001671845,0.0000664061,0.001054385],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5872221,"threshold_uncertainty_score":0.9999428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5995793334560493,"score_gpt":0.6180008470310675,"score_spread":0.0184215135750182,"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."}}