{"id":"W4392982908","doi":"10.32396/usurj.v8i2.676","title":"Pandemic Perspective","year":2022,"lang":"en","type":"article","venue":"USURJ University of Saskatchewan Undergraduate Research Journal","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Perspective (graphical); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Geography; History; Art; Virology; Medicine; Visual arts; Outbreak","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001025624,0.0005588172,0.0001919575,0.0009579709,0.002396505,0.005770784,0.0006186594,0.005318788,0.04361633],"category_scores_gemma":[0.003751484,0.0001375801,0.0002743887,0.0007992004,0.00373541,0.00546762,0.002511163,0.006417376,0.006176873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003596628,"about_ca_system_score_gemma":0.003146603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200207,"about_ca_topic_score_gemma":0.01189438,"domain_scores_codex":[0.9993932,0.0001892006,0.00001620411,0.0001168725,0.000148478,0.000136034],"domain_scores_gemma":[0.9990463,0.0003857641,0.00006840924,0.00008475834,0.0002314257,0.00018338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003381569,0.00001710894,0.0005673574,0.0001425022,0.000007782052,0.000536936,0.00244082,0.0003559435,0.0003569172,0.6954894,0.2655193,0.03453215],"study_design_scores_gemma":[0.000003634808,0.00000932868,0.0003325563,0.0001995652,0.000003084342,0.0002422447,0.002111113,0.00008769508,0.00007948154,0.03899755,0.9579263,0.000007427124],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003276598,0.01237299,0.002413192,0.2152912,0.01108006,0.00003212372,0.0005790167,0.00005246327,0.7549023],"genre_scores_gemma":[0.3247852,0.05438951,0.003089288,0.2297915,0.02045608,0.0001364532,0.0009028185,0.0001446376,0.3663045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04361633,"threshold_uncertainty_score":0.1459112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07842840347678853,"score_gpt":0.2993755185902516,"score_spread":0.2209471151134631,"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."}}