{"id":"W3121307803","doi":"","title":"Drivers of Product Expiration in Consumer Packaged Goods Retailing","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Supply Chain and Inventory Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Quest University Canada","funders":"","keywords":"Expiration date; Business; Supply chain; Expiration; Product (mathematics); Incentive; Order (exchange); Workload; Counterfactual thinking; Industrial organization; Marketing; Commerce; Economics; Microeconomics; Finance","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":[0.002389002,0.0001880797,0.0002717688,0.001115816,0.0004567916,0.001790363,0.0007241167,0.0006997105,0.002875894],"category_scores_gemma":[0.009744084,0.0004440164,0.0006594282,0.001288251,0.0006711627,0.001532292,0.001252831,0.001311709,0.0002511023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409713,"about_ca_system_score_gemma":0.0009934078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01033122,"about_ca_topic_score_gemma":0.01050776,"domain_scores_codex":[0.9986911,0.0003302015,0.0001327649,0.0002108068,0.0004045721,0.0002305182],"domain_scores_gemma":[0.98369,0.00692653,0.006855182,0.000664582,0.00111607,0.0007475453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009286781,0.0001867593,0.9911283,0.00002320668,0.00003195801,0.0001957008,0.0004381403,0.00158168,0.0002109889,0.001166426,0.0002862058,0.004657838],"study_design_scores_gemma":[0.000006633129,0.0001172103,0.9876406,0.00002254048,0.00002763598,0.0001156358,0.001684421,0.008490968,0.0002363251,0.0008698607,0.0007730518,0.00001518501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998803,0.00009097283,0.0003179075,0.0001466674,0.000002470079,0.00002231386,0.0001010814,0.000006635943,0.0005089184],"genre_scores_gemma":[0.9993007,0.00005593435,0.0001683611,0.00001274525,0.000002855438,0.000006688833,0.0001449925,0.000001607239,0.0003061247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01033122,"threshold_uncertainty_score":0.02054214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02084448691172511,"score_gpt":0.2418734608879467,"score_spread":0.2210289739762216,"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."}}