{"id":"W4205841353","doi":"10.1136/bmjopen-2020-048123","title":"Loneliness, coping, suicidal thoughts and self-harm during the COVID-19 pandemic: a repeat cross-sectional UK population survey","year":2021,"lang":"en","type":"article","venue":"BMJ Open","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Swansea University; University of Cambridge; National Institute for Health and Care Research; Mental Health Foundation; National Institute for Health Research Applied Research Collaboration South West Peninsula; Waterloo Foundation","keywords":"Loneliness; Mental health; Medicine; Coping (psychology); Pandemic; Cross-sectional study; Population; Psychiatry; Harm; Clinical psychology; Demography; Psychology; Coronavirus disease 2019 (COVID-19); Environmental health; Disease; Social psychology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047782,0.000379411,0.0004893242,0.0009788601,0.0004757026,0.0009310285,0.0005685878,0.0008946272,0.002366486],"category_scores_gemma":[0.002879298,0.0006534315,0.0008977909,0.001099349,0.0004265145,0.001055349,0.001654868,0.0009007907,0.0009207566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008530367,"about_ca_system_score_gemma":0.0005190562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03654033,"about_ca_topic_score_gemma":0.04819506,"domain_scores_codex":[0.9988309,0.0004241906,0.0002352986,0.0001753211,0.0001801491,0.000154142],"domain_scores_gemma":[0.9978909,0.0001950666,0.0009925633,0.0002039111,0.0003733925,0.0003441841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008321231,0.00008968679,0.9940594,0.0001300614,0.0001022382,0.0002219731,0.00147731,0.00006284143,0.000316459,0.00002495834,0.001105632,0.00232618],"study_design_scores_gemma":[0.000006782564,0.0001382814,0.9984145,0.00003469424,0.00001091724,0.000182198,0.0007905168,0.00006277505,0.00002955298,0.000007263421,0.0003150335,0.000007442642],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940487,0.000270484,0.000145651,0.0001235218,0.00001268019,0.0002007821,0.004546281,0.000008578339,0.0006433678],"genre_scores_gemma":[0.9931781,0.0004980128,0.0004486605,0.0002195658,0.00002161975,0.0005199978,0.004061103,0.000005840504,0.001047106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03654033,"threshold_uncertainty_score":0.07265526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.26498022305156,"score_gpt":0.5381339133556329,"score_spread":0.2731536903040729,"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."}}