{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001589373,0.0003789737,0.0004689553,0.0003955066,0.003004516,0.00333559,0.0005478058,0.002628818,0.03239372],"category_scores_gemma":[0.00662049,0.0001785678,0.0004993172,0.0006042306,0.0014924,0.002526344,0.003296631,0.005118851,0.006567876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001806311,"about_ca_system_score_gemma":0.003535544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005530524,"about_ca_topic_score_gemma":0.01586151,"domain_scores_codex":[0.9989047,0.0004174417,0.0000929894,0.00007819061,0.0003066712,0.0002000531],"domain_scores_gemma":[0.9969376,0.0005561422,0.0003600815,0.0001144576,0.0004123774,0.001619257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002174194,0.00009494665,0.008052851,0.0006661993,0.00003312777,0.001364141,0.001363609,0.00006660312,0.0007625726,0.01167365,0.762875,0.2128299],"study_design_scores_gemma":[0.00004156678,0.0001955815,0.01537753,0.002667021,0.00003896408,0.003028186,0.004823342,0.0001120698,0.0001918633,0.0157989,0.9576655,0.00005942742],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01665684,0.05952505,0.002132166,0.7763128,0.03091073,0.0001331473,0.001447238,0.0004004598,0.1124816],"genre_scores_gemma":[0.1842769,0.1279839,0.005907782,0.5789912,0.05840585,0.0002639401,0.002729616,0.0004259109,0.04101491],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03239372,"threshold_uncertainty_score":0.1083678,"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."}}