{"id":"W330962615","doi":"","title":"Capacity Management, Investment, and Hedging: Review and Recent Developments","year":2003,"lang":"en","type":"article","venue":"","topic":"Capital Investment and Risk Analysis","field":"Economics, Econometrics and Finance","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Portfolio; Investment (military); Economics; Investment strategy; Investment decisions; Risk management; Capacity utilization; Microeconomics; Risk analysis (engineering); Actuarial science; Business; Financial economics; Finance; Production (economics); Profit (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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003493186,0.0001319336,0.0003061306,0.0001317988,0.00009690346,0.00005125802,0.00005586864,0.00003392848,0.0006152207],"category_scores_gemma":[0.00002979997,0.0001277562,0.00003486992,0.0002295869,0.0000582402,0.0001458207,0.00004905198,0.00005289931,0.0001432917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004093644,"about_ca_system_score_gemma":0.000003566743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003179751,"about_ca_topic_score_gemma":0.0000130437,"domain_scores_codex":[0.9990939,0.00001301618,0.0003477909,0.0003371173,0.0000234016,0.0001847099],"domain_scores_gemma":[0.999585,0.000007925048,0.0001189789,0.0001635264,0.00001199995,0.0001125919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[4.487104e-7,0.0000278092,0.01962779,0.0001766656,0.0001155637,0.000001253896,0.0000501623,7.955845e-8,8.792967e-7,0.975112,0.004326665,0.0005606294],"study_design_scores_gemma":[0.0004587169,0.00001876331,0.01729707,0.00006256849,0.00008824745,0.000007694356,0.00005303103,0.00003538195,0.00005348789,0.1385691,0.8430024,0.0003535526],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.04572281,0.4058399,0.0001819388,0.00156767,0.0001368861,0.0005069614,0.0000153292,0.00004799034,0.5459805],"genre_scores_gemma":[0.04364423,0.920386,0.008933387,0.01092184,0.00000992157,0.00004132704,0.00001373801,0.00001884534,0.01603066],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8386757,"threshold_uncertainty_score":0.6736235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0529788643299281,"score_gpt":0.2185789231420543,"score_spread":0.1656000588121262,"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."}}