{"id":"W3197691821","doi":"10.1038/s41398-021-01543-z","title":"Network analysis of depressive symptoms in Hong Kong residents during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Translational Psychiatry","topic":"Mental Health Research Topics","field":"Psychology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Cancer Research UK","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Coronavirus Infections; Medicine; Psychiatry; Betacoronavirus; Psychology; Virology; Internal medicine; Infectious disease (medical specialty); Outbreak","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":[0.0004722123,0.0001653736,0.0001818355,0.0009903155,0.0003766916,0.0004232544,0.0001970433,0.0001644731,0.001128379],"category_scores_gemma":[0.001713707,0.0001074745,0.0002271014,0.00113043,0.0001577187,0.0002871378,0.0004120118,0.0001841322,0.00008962847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008913404,"about_ca_system_score_gemma":0.0004410397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09164677,"about_ca_topic_score_gemma":0.09520834,"domain_scores_codex":[0.9998147,0.00006931274,0.00001608176,0.0000432442,0.00001316952,0.00004360707],"domain_scores_gemma":[0.9991692,0.0002324735,0.0002645471,0.00005219077,0.0001423075,0.0001392592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001208577,0.00002157898,0.9934702,0.00002229452,0.00006737847,0.0001099284,0.000925224,0.001013757,0.0002229079,0.0001189137,0.0003988033,0.003508226],"study_design_scores_gemma":[0.000002746057,0.00002883881,0.9934708,0.000009450079,0.00001568595,0.00004398332,0.001811886,0.004295998,0.00002712888,0.0001016502,0.0001878897,0.00000402163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990019,0.00004565379,0.0001665552,0.0000429304,0.000002764834,0.0000124365,0.0004938205,0.000002137306,0.0002318309],"genre_scores_gemma":[0.9990314,0.00003970265,0.000163406,0.000009618823,0.000002590531,0.00001755621,0.0005800611,8.263506e-7,0.0001548313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09164677,"threshold_uncertainty_score":0.1822267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06916684219911086,"score_gpt":0.421592852283324,"score_spread":0.3524260100842131,"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."}}