{"id":"W4413583874","doi":"10.64628/aam.xa654papd","title":"A better post-pandemic future means not giving in to COVID-19 now","year":2022,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Geography; Medicine; 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":[0.004764083,0.0004743636,0.0004405911,0.0005911145,0.00577611,0.007568651,0.0006207896,0.004051739,0.08452928],"category_scores_gemma":[0.01668914,0.0002438419,0.0004843631,0.0005533271,0.004443515,0.01016755,0.005349329,0.0122582,0.01631797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002846467,"about_ca_system_score_gemma":0.005964893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01248796,"about_ca_topic_score_gemma":0.02349115,"domain_scores_codex":[0.9980241,0.0005683069,0.0000569786,0.00018735,0.0003297997,0.0008335276],"domain_scores_gemma":[0.9911621,0.001269349,0.0007768653,0.0007470849,0.001793418,0.004251252],"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":[0.0002107512,0.0002383495,0.01631966,0.0001870863,0.00006546649,0.0002179518,0.005501261,0.0001608616,0.0005911628,0.3262208,0.5729564,0.0773302],"study_design_scores_gemma":[0.00002672791,0.00009204177,0.01454861,0.0006095057,0.0000257974,0.0002253124,0.01075549,0.0001334779,0.0004230514,0.1101491,0.8629458,0.00006510166],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01744988,0.004787029,0.002826187,0.6394419,0.02385679,0.00004690599,0.001115265,0.0002520781,0.3102239],"genre_scores_gemma":[0.4850993,0.009871515,0.00795412,0.2560996,0.009977852,0.0001726384,0.002130169,0.0009468176,0.227748],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08452928,"threshold_uncertainty_score":0.2827786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08488622646696331,"score_gpt":0.4407883330505116,"score_spread":0.3559021065835483,"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."}}