{"id":"W4399892820","doi":"10.20944/preprints202406.1519.v1","title":"Consumer Perceptions of Supply Chain Responsiveness and Its Impact on Brand Loyalty in the Apparel Industry","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Clothing; Business; Brand loyalty; Supply chain; Marketing; Loyalty; Perception; Advertising; Clothing industry; Textile industry; Commerce; Psychology","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":[0.002615412,0.00009523638,0.0001326642,0.0005128725,0.0009178931,0.001450513,0.0001462167,0.0003679809,0.00387002],"category_scores_gemma":[0.005057975,0.0001200865,0.0001619993,0.0005243476,0.001104111,0.0008781693,0.0007287643,0.000507043,0.0001485915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008945909,"about_ca_system_score_gemma":0.0005783133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003106441,"about_ca_topic_score_gemma":0.004027067,"domain_scores_codex":[0.9987442,0.0007232512,0.00004302876,0.00006355649,0.0002663015,0.0001595803],"domain_scores_gemma":[0.9952835,0.003560937,0.0003485618,0.00008463649,0.0005247194,0.0001975197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003250222,0.00039805,0.3388468,0.0003465517,0.00005088811,0.0008749061,0.5993365,0.0004006019,0.006598509,0.005427444,0.0008323851,0.04656234],"study_design_scores_gemma":[0.00001605143,0.0005578143,0.2367365,0.0001337136,0.00004485591,0.000377095,0.7493114,0.001241537,0.002139832,0.001290363,0.008092361,0.00005845199],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973118,0.000024993,0.0002469444,0.0001316515,0.000001850659,0.000007999623,0.00001422047,0.000001580907,0.002258854],"genre_scores_gemma":[0.9993351,0.00003189704,0.0001156985,0.00004668902,0.00000117354,0.000009093752,0.000009056536,0.000001531629,0.0004496941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00387002,"threshold_uncertainty_score":0.01383173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.219817406058644,"score_gpt":0.4666235928753964,"score_spread":0.2468061868167524,"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."}}