{"id":"W3217504822","doi":"10.1111/caje.12538","title":"Short‐term impact of COVID‐19 on consumption spending and its underlying mechanisms: Evidence from Singapore","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Economics/Revue canadienne d économique","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education, India; Ministry of Education - Singapore","keywords":"Coronavirus disease 2019 (COVID-19); Term (time); Consumption (sociology); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Economics; Virology; Medicine; Physics; Sociology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001229457,0.0003622608,0.001094196,0.001053088,0.0001993268,0.0002030689,0.0004433272,0.0002796823,0.001092536],"category_scores_gemma":[0.002251581,0.0004804884,0.0003629609,0.0001623189,0.0001199526,0.0008060189,0.00004496671,0.0004569212,0.00003424719],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006281645,"about_ca_system_score_gemma":0.003077224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09061741,"about_ca_topic_score_gemma":0.6780137,"domain_scores_codex":[0.9970831,0.00006973258,0.001492466,0.0006147596,0.00000434092,0.0007356292],"domain_scores_gemma":[0.9948338,0.0007273671,0.001254707,0.0004737961,0.0001188516,0.002591518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002295289,0.00004044562,0.3984551,0.0002906892,0.0009141284,0.0008299054,0.005304903,0.01999389,0.001431824,0.5700729,0.000238749,0.002197847],"study_design_scores_gemma":[0.002807196,0.001332743,0.1950611,0.001574602,0.0001777878,0.001726895,0.001080739,0.01146189,0.002122637,0.7793819,0.001396129,0.001876361],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924234,0.003285604,0.0008125732,0.001038884,0.0008998936,0.0002236127,0.001126627,0.000007244797,0.0001821814],"genre_scores_gemma":[0.9975862,0.001184058,0.0003862324,0.0004697242,0.0001936314,0.000004670368,0.00003166182,0.00005894024,0.00008488149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5873963,"threshold_uncertainty_score":0.9998206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.42574043236151,"score_gpt":0.2854466419061357,"score_spread":0.1402937904553743,"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."}}