{"id":"W4243116610","doi":"10.31234/osf.io/wg4bj","title":"Working with Bipolar Disorder During the COVID-19 Pandemic: Both Crisis and Opportunity","year":2020,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Mental health; Bipolar disorder; Telepsychiatry; Vulnerability (computing); Telehealth; Stigma (botany); Psychiatry; Social stigma; Psychology; Public health; Medicine; Health care; Telemedicine; Political science; Nursing; Virology; Computer security; Disease; Mood; Computer science","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":[0.002810184,0.0001824,0.0002457577,0.0005228245,0.003768033,0.004802862,0.0002242996,0.0009801624,0.01225487],"category_scores_gemma":[0.006832586,0.0002184348,0.0002549374,0.0006623602,0.001558178,0.002967537,0.003094949,0.002935169,0.002076434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002093298,"about_ca_system_score_gemma":0.004157985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01257239,"about_ca_topic_score_gemma":0.03992058,"domain_scores_codex":[0.9987103,0.0006974943,0.00002598447,0.0000547107,0.0001637534,0.0003478855],"domain_scores_gemma":[0.9959821,0.001002864,0.0002510107,0.0001160938,0.0003997431,0.002248234],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001829196,0.0003283957,0.08693644,0.0002812854,0.00007327471,0.001264254,0.05484873,0.0001656571,0.000355888,0.03203988,0.6016738,0.2218493],"study_design_scores_gemma":[0.00007742975,0.0001492278,0.1650808,0.00192794,0.0000525988,0.001882906,0.3572699,0.0006082501,0.0002065447,0.0697084,0.4029539,0.00008232243],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2000419,0.01056501,0.002051225,0.5840405,0.005596016,0.00007404687,0.0006966632,0.0001255461,0.1968092],"genre_scores_gemma":[0.8783986,0.02066685,0.003552681,0.05223686,0.003332599,0.0001441379,0.0007710076,0.0002616373,0.04063569],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01257239,"threshold_uncertainty_score":0.04099661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2080969361740453,"score_gpt":0.41514043898189,"score_spread":0.2070435028078446,"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."}}