{"id":"W3033865799","doi":"10.1111/bdi.12949","title":"The COVID‐19 pandemic is a crisis and opportunity for bipolar disorder","year":2020,"lang":"en","type":"article","venue":"Bipolar Disorders","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Social isolation; Pandemic; Bipolar disorder; Isolation (microbiology); Population; Psychology; Public health; Psychiatry; Anxiety; Mental health; Medicine; Mood; Environmental health; Nursing; Coronavirus disease 2019 (COVID-19); 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003500939,0.0003616516,0.0004051558,0.00007312339,0.0007982775,0.00007435826,0.0002046809,0.00017767,0.0001475133],"category_scores_gemma":[0.0005754912,0.0002554468,0.000279476,0.0003100741,0.000248418,0.0001069627,0.0001123748,0.0002919392,0.00003006829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006317352,"about_ca_system_score_gemma":0.0003549504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006829996,"about_ca_topic_score_gemma":0.001489252,"domain_scores_codex":[0.9980527,0.00009939993,0.0003661474,0.0005932015,0.000309175,0.0005793369],"domain_scores_gemma":[0.9979739,0.0002769392,0.0001173559,0.0004491255,0.00007023525,0.001112478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004336629,0.00025491,0.6231701,0.000258305,0.0004596822,0.000002041955,0.002658044,0.000001270522,0.00008585826,0.0007102265,0.01427174,0.3576942],"study_design_scores_gemma":[0.003349846,0.0005992522,0.01942182,0.00000668272,0.0003400547,0.00003236825,0.00200904,0.0003345087,0.00001851693,0.001729338,0.9718709,0.0002876768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.05152202,0.7647758,0.009912386,0.1684514,0.0002050539,0.003799409,0.0005474754,0.0005132452,0.0002732202],"genre_scores_gemma":[0.6583682,0.3065246,0.0007723012,0.0325167,0.0002108312,0.0005233599,0.0002667821,0.0001811719,0.0006360562],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9575992,"threshold_uncertainty_score":0.9999897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05367939677799419,"score_gpt":0.3059633231087554,"score_spread":0.2522839263307612,"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."}}