{"id":"W4327572276","doi":"10.1038/s41598-023-31054-4","title":"A network analysis on biopsychosocial factors and pain-related outcomes assessed during a COVID-19 lockdown","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Mental Health Research Topics","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biopsychosocial model; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sars virus; Coronavirus Infections; Medicine; MEDLINE; Psychiatry; Virology; Internal medicine; Biology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00607803,0.0002195254,0.000434803,0.0009296659,0.001179178,0.0002430336,0.0001758087,0.0001829351,0.001685823],"category_scores_gemma":[0.001053161,0.0001804412,0.0001938301,0.004899471,0.0003098909,0.00007255932,0.0001167238,0.0002999756,0.0001546682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002177691,"about_ca_system_score_gemma":0.0001836733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005104275,"about_ca_topic_score_gemma":0.0002673596,"domain_scores_codex":[0.9957122,0.0005828309,0.0007225507,0.001200556,0.0008551513,0.0009266639],"domain_scores_gemma":[0.9973526,0.0005444922,0.0003470212,0.00102488,0.00006733991,0.00066369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000302535,0.0001032251,0.9627157,0.00006274072,0.0003672588,0.001314654,0.00210067,0.000184652,0.0001189968,0.0002533711,0.03226256,0.0004858524],"study_design_scores_gemma":[0.0003884884,0.0000589412,0.9800181,0.00001611491,0.00007967267,0.00002063309,0.0007783697,0.0001472924,0.00002596329,0.004586501,0.01365489,0.0002250454],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886961,0.00006416205,0.00004575256,0.001690389,0.006791024,0.0005948123,0.00001061547,0.0003098859,0.001797258],"genre_scores_gemma":[0.9766893,0.000003737758,0.00002437282,0.0002355111,0.00007578585,0.00006602499,0.0001641323,0.00002278041,0.02271833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02092107,"threshold_uncertainty_score":0.9992267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07769585553069035,"score_gpt":0.4299661195256953,"score_spread":0.3522702639950049,"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."}}