{"id":"W4226072061","doi":"10.2139/ssrn.4074464","title":"Integrated Management of Inventory, Labor and Financing under Negative Demand Shock","year":2022,"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":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Shock (circulatory); Business; Finance; Demand shock; Inventory management; Economics; Monetary economics; Operations management; Medicine","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":[0.0006723983,0.000307844,0.0006511804,0.0004680119,0.0002901733,0.002534857,0.000690198,0.0008252871,0.003124519],"category_scores_gemma":[0.001320877,0.0002727869,0.0002736241,0.0005448852,0.0004326292,0.001157787,0.000764036,0.0006235609,0.0002446616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288396,"about_ca_system_score_gemma":0.001268934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004684743,"about_ca_topic_score_gemma":0.004979694,"domain_scores_codex":[0.9997342,0.00005340367,0.00001525913,0.00004370956,0.00005137402,0.0001019874],"domain_scores_gemma":[0.9992316,0.0002441201,0.0002290439,0.00003480236,0.000151896,0.0001086129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00119099,0.0004660165,0.04655961,0.0001631074,0.0001467519,0.001395895,0.0004454624,0.8141709,0.01647499,0.05162229,0.004351763,0.06301225],"study_design_scores_gemma":[0.00005518421,0.0002961446,0.03182421,0.00002251784,0.00006647814,0.000102873,0.0006430968,0.92642,0.002470607,0.03639204,0.001666895,0.00004001809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563071,0.0004743378,0.02985564,0.001217107,0.00008244352,0.00005072092,0.000474804,0.0001248566,0.01141305],"genre_scores_gemma":[0.9970362,0.00009114786,0.0005900444,0.00002141037,0.00001384904,0.000007218731,0.00005379006,0.000004486643,0.002181804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004684743,"threshold_uncertainty_score":0.01045251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103060387472143,"score_gpt":0.2114675446996108,"score_spread":0.2004369408248894,"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."}}