{"id":"W4389490357","doi":"10.21203/rs.3.rs-3674274/v1","title":"A Systematic Review of Studies on Public Health Status during the COVID-19 Pandemic by Visualizing their Structure using Co-Occurrence and VOSviewer Software","year":2023,"lang":"en","type":"review","venue":"Research Square","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Education Department of Jiangxi Province","keywords":"Pandemic; Public health; Coronavirus disease 2019 (COVID-19); China; Bibliometrics; Political science; Public relations; Medicine; Library science; Computer science; Nursing; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.01828772,0.001781407,0.009123167,0.1048277,0.001368392,0.004055282,0.002280932,0.001297435,0.006175154],"category_scores_gemma":[0.098133,0.00111264,0.008739078,0.09132031,0.001250882,0.004523411,0.003070875,0.0009350107,0.0003738712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005902238,"about_ca_system_score_gemma":0.01949515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01173716,"about_ca_topic_score_gemma":0.0334095,"domain_scores_codex":[0.9729561,0.007372612,0.01273351,0.001852778,0.004509773,0.0005752604],"domain_scores_gemma":[0.8792226,0.09131488,0.01744229,0.00218426,0.008901278,0.0009346773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0001617986,0.00001955502,0.006583538,0.9327935,0.009921564,0.0003621221,0.001313057,0.000212458,0.0003007116,0.0006648044,0.00245308,0.0452138],"study_design_scores_gemma":[0.0001671501,0.0002054572,0.0261935,0.8764479,0.06267644,0.0006278806,0.002891212,0.000354786,0.0004075166,0.001097565,0.02882714,0.0001033991],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01854526,0.9599224,0.001612079,0.001250451,0.0002803289,0.002832561,0.01338931,0.0001179988,0.002049673],"genre_scores_gemma":[0.1208967,0.8541409,0.01027568,0.0006552248,0.0001841088,0.006993227,0.006162862,0.00005267631,0.0006386999],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8951723,"threshold_uncertainty_score":0.09671587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6174011365647559,"score_gpt":0.6502210115934046,"score_spread":0.03281987502864869,"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."}}