{"id":"W4413631648","doi":"10.64628/aam.rhn56pfmg","title":"COVID-19’s parallel pandemic: Why we need a mental health ‘vaccine’","year":2021,"lang":"en","type":"article","venue":"","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mental health; Medicine; Psychiatry; Infectious disease (medical specialty); Outbreak","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":[0.00789216,0.0006404836,0.0007176317,0.0006809079,0.004114509,0.005672059,0.00145656,0.0158267,0.03736591],"category_scores_gemma":[0.02593104,0.0003999447,0.00116008,0.0005622199,0.005145356,0.009537951,0.006255735,0.02606529,0.006182624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006733847,"about_ca_system_score_gemma":0.02504661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03044653,"about_ca_topic_score_gemma":0.05679371,"domain_scores_codex":[0.995133,0.001426904,0.0001947411,0.0003279264,0.0008719043,0.002045427],"domain_scores_gemma":[0.9806199,0.004503305,0.0009210801,0.0004514547,0.002840031,0.01066425],"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":[0.0001170153,0.0001345054,0.003191667,0.0002311117,0.00004352032,0.0002704008,0.0007382245,0.00008550928,0.000416969,0.02602062,0.9312155,0.03753504],"study_design_scores_gemma":[0.0002015077,0.0002041939,0.0107159,0.00191061,0.00006451638,0.0003620201,0.004724643,0.0003292518,0.0003443253,0.04161884,0.939394,0.0001302397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001416639,0.002637803,0.0001642318,0.9820012,0.008263838,0.00001026804,0.0001674022,0.00003214247,0.005306334],"genre_scores_gemma":[0.03113127,0.005021147,0.00109718,0.9454355,0.01090331,0.00006249231,0.000342445,0.0001017032,0.005904958],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03736591,"threshold_uncertainty_score":0.1250014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09759569206703664,"score_gpt":0.4422356998053241,"score_spread":0.3446400077382875,"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."}}