{"id":"W4406421111","doi":"10.24052/bmr/v15nu03/art-22","title":"Evaluating the post-pandemic recovery strategies in the UK retail fashion sector","year":2025,"lang":"en","type":"article","venue":"The Business & Management Review","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regent College","funders":"","keywords":"Pandemic; Business; Coronavirus disease 2019 (COVID-19); Commerce; Medicine","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":[0.008091051,0.0004680947,0.0009260133,0.00191387,0.0004773565,0.003544384,0.0006939436,0.001121206,0.002329453],"category_scores_gemma":[0.01260172,0.0002613595,0.0005923655,0.002828581,0.0006212345,0.001715739,0.001104586,0.0007026363,0.0005329903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002900797,"about_ca_system_score_gemma":0.006558556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01708802,"about_ca_topic_score_gemma":0.03372824,"domain_scores_codex":[0.9940923,0.003281064,0.0005774092,0.0001800327,0.001412093,0.0004571358],"domain_scores_gemma":[0.9905544,0.003938774,0.001901733,0.0001611629,0.003103679,0.0003402446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005956778,0.0002620411,0.01135441,0.06651325,0.0006008453,0.0006874136,0.003529987,0.001883881,0.002288563,0.00378124,0.02113349,0.8873692],"study_design_scores_gemma":[0.000216876,0.005843261,0.1189674,0.08316453,0.002251341,0.001374845,0.0323947,0.0009694673,0.003863917,0.001800569,0.7489721,0.0001810214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06115868,0.9103198,0.0005704809,0.007096304,0.0006077668,0.0005175574,0.0002830942,0.00001992032,0.01942647],"genre_scores_gemma":[0.2107224,0.781867,0.001386606,0.001927593,0.0001823434,0.0002705642,0.0003836526,0.00001229561,0.003247463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01708802,"threshold_uncertainty_score":0.04279006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1223311668842143,"score_gpt":0.3427534122768456,"score_spread":0.2204222453926314,"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."}}