{"id":"W4388653341","doi":"10.3390/jrfm16110483","title":"The Effect of COVID-19 on Consumer Goods Sector Performance: The Role of Firm Characteristics","year":2023,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Ordinary least squares; Business; Psychological resilience; Resilience (materials science); 2019-20 coronavirus outbreak; Economics; Econometrics","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":[],"consensus_categories":[],"category_scores_codex":[0.002436408,0.0001201186,0.0003946722,0.0002263314,0.000199227,0.00002792261,0.0002636677,0.00005473428,0.00001654842],"category_scores_gemma":[0.001007087,0.00007564504,0.0001319954,0.0003126864,0.0001164866,0.00006404061,0.00009470255,0.0002191144,0.00001944648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007509334,"about_ca_system_score_gemma":0.00003664742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005500009,"about_ca_topic_score_gemma":0.000005785933,"domain_scores_codex":[0.9988414,0.00004864867,0.0006952889,0.0001154646,0.0001000341,0.0001991723],"domain_scores_gemma":[0.9979324,0.0006890689,0.001056936,0.0002239794,0.00002519904,0.00007244582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009024162,0.00005297357,0.7560518,0.0004180686,0.0001538952,0.00001424821,0.001660244,0.0003872073,0.00001504821,0.01542789,0.003454799,0.2214614],"study_design_scores_gemma":[0.001066256,0.0007039115,0.5550649,0.00005249161,0.00005568681,0.000003854094,0.0001212068,0.000614125,0.0001000911,0.003238498,0.4388809,0.00009815166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960853,0.001526266,0.0003839296,0.0002908804,0.0005616691,0.0002458249,0.00009621031,0.000006492432,0.0008034558],"genre_scores_gemma":[0.983957,0.01566208,0.00001390612,0.000124704,0.0001185157,0.000005894465,0.000001339516,0.00001002408,0.0001065458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4354261,"threshold_uncertainty_score":0.3084715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159844440423016,"score_gpt":0.2409829173901121,"score_spread":0.2249984733478105,"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."}}