{"id":"W4400099846","doi":"10.20944/preprints202406.1759.v1","title":"The Role of Supply Chain Flexibility in Adapting Marketing Strategies to Changing Consumer Preferences","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Supply Chain Resilience and Risk Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Supply chain; Business; Flexibility (engineering); Marketing; Process management; Supply chain management; Adaptation (eye); Dynamic capabilities; Service management; Industrial organization; Economics","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":[0.008375007,0.0002854357,0.0001439872,0.0007929187,0.00316501,0.005164224,0.0006488174,0.001160288,0.003532483],"category_scores_gemma":[0.01101676,0.0002690976,0.0002514415,0.0008161511,0.005057666,0.005366716,0.003046951,0.001418078,0.0002984361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004597531,"about_ca_system_score_gemma":0.003215075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246749,"about_ca_topic_score_gemma":0.004231354,"domain_scores_codex":[0.991985,0.006048729,0.0001565139,0.0003197549,0.0007864796,0.0007034218],"domain_scores_gemma":[0.9898158,0.007881391,0.0007386183,0.0003599012,0.0006522494,0.0005519011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001920511,0.0002541815,0.04820523,0.0005228966,0.00006395617,0.002610883,0.7616332,0.00262397,0.01179897,0.08463077,0.003143007,0.08432098],"study_design_scores_gemma":[0.00003953537,0.0002822445,0.02737478,0.0006629702,0.00004552612,0.001247843,0.7931701,0.006585067,0.004356895,0.03821747,0.1278397,0.0001780009],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9015954,0.0003850394,0.02316751,0.006798488,0.00004047301,0.0002706704,0.00009379721,0.00004942435,0.0675993],"genre_scores_gemma":[0.9960205,0.0001019442,0.00211401,0.0003811278,0.000004150092,0.00004775586,0.00001268684,0.00001250963,0.001305339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008375007,"threshold_uncertainty_score":0.04429179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0641991515996195,"score_gpt":0.3134024778905097,"score_spread":0.2492033262908902,"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."}}