{"id":"W3142025027","doi":"10.2139/ssrn.3805366","title":"Socially Responsible Newsvendor","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Newsvendor model; Business; Economics; Supply chain; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002239585,0.000196458,0.0002106007,0.0003235557,0.0004841565,0.0005701651,0.0003847636,0.00006768593,0.0005724918],"category_scores_gemma":[0.0004171676,0.0001989916,0.0001817656,0.0008427509,0.00003579954,0.0009503514,0.0002614747,0.001146733,0.0004681307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009396729,"about_ca_system_score_gemma":0.005169958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001503578,"about_ca_topic_score_gemma":0.002347692,"domain_scores_codex":[0.99625,0.00004507246,0.0003135363,0.0002886619,0.0004416351,0.002661107],"domain_scores_gemma":[0.9990628,0.00004345017,0.0002169747,0.0002610789,0.0003964898,0.00001916091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006109395,0.00007081823,0.001475547,0.00003164772,0.0001414122,0.0001792129,0.0000246365,0.00009900389,0.0002352111,0.9726118,0.006519347,0.0185503],"study_design_scores_gemma":[0.0007822953,0.00001665648,0.0005654325,0.00001361744,0.00006961123,0.00009462882,0.007621783,0.0001473121,0.00004566406,0.7535809,0.2368355,0.0002265658],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3525358,0.01404358,0.04707177,0.1979849,0.005144909,0.001322321,0.000003143075,0.001039466,0.3808542],"genre_scores_gemma":[0.9173243,0.001034689,0.0006313396,0.006327423,0.006233494,0.00001942469,0.00002323013,0.0001072742,0.06829884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5647885,"threshold_uncertainty_score":0.9171283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00758368547744197,"score_gpt":0.2153101706220735,"score_spread":0.2077264851446315,"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."}}