{"id":"W4400586396","doi":"10.20944/preprints202407.1016.v1","title":"The Role of Inventory Management in Achieving Sustainability in Supply Chains","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Business; Supply chain; Sustainability; Environmental stewardship; Stakeholder engagement; Supply chain management; Stewardship (theology); Process management; Environmental resource management; Environmental economics; Marketing; Economics; Public relations","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":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.005265448,0.0006539969,0.0007087603,0.00174171,0.0001515789,0.0002388613,0.002052277,0.0002960331,0.0002141347],"category_scores_gemma":[0.0006635173,0.0006103548,0.0003389975,0.001402333,0.0002534601,0.0003435813,0.01874146,0.001624181,0.0003227529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611133,"about_ca_system_score_gemma":0.0001871076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005940449,"about_ca_topic_score_gemma":0.0016222,"domain_scores_codex":[0.9949811,0.0001571228,0.001422311,0.001557469,0.0008012399,0.001080836],"domain_scores_gemma":[0.9967141,0.0001345967,0.0005846689,0.002236074,0.0002995978,0.00003092569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001120242,0.000312254,0.8534234,0.006986892,0.0001804494,0.0001817501,0.0007936716,0.006658375,0.00002700088,0.1220097,0.0001158523,0.009198649],"study_design_scores_gemma":[0.0006133713,0.000005070606,0.566019,0.0008504578,0.0001438552,4.245707e-7,0.01949541,0.01033888,0.0001003956,0.3381202,0.06360285,0.0007100913],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9233272,0.001431791,0.00001201559,0.004460666,0.0008647054,0.003921424,0.000003830227,0.0002221619,0.06575621],"genre_scores_gemma":[0.994884,0.0002553592,0.00002433772,0.0002049083,0.0003701745,0.001268171,0.00003612513,0.0001075328,0.002849422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2874044,"threshold_uncertainty_score":0.9996348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03180808149723927,"score_gpt":0.2898907365127824,"score_spread":0.2580826550155431,"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."}}