{"id":"W3122893468","doi":"10.3390/risks3040543","title":"Production Flexibility and Hedging","year":2015,"lang":"en","type":"article","venue":"Risks","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Futures contract; Flexibility (engineering); Hedge; Incentive; Production (economics); Economics; Microeconomics; Context (archaeology); Position (finance); Financial economics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000624196,0.00009767279,0.0001037302,0.0001052253,0.0001036086,0.0001641979,0.00009801742,0.00003400209,0.00001787666],"category_scores_gemma":[0.0003551966,0.00009109533,0.00002085073,0.0002652741,0.0000466702,0.0009366943,0.0001730567,0.00008023591,0.0003225457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002713936,"about_ca_system_score_gemma":0.000007579275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007787129,"about_ca_topic_score_gemma":0.00005143225,"domain_scores_codex":[0.9992469,0.000006021515,0.000135261,0.0002728617,0.0001688459,0.0001701151],"domain_scores_gemma":[0.999574,0.000006193851,0.00008517986,0.0002311526,0.00009165391,0.00001178612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009541925,0.0001356609,0.6481364,0.0002787439,0.00002401337,0.00001321618,0.0002242464,0.0005787195,0.0001552921,0.05654206,0.07831498,0.2155012],"study_design_scores_gemma":[0.0005753762,0.00001490872,0.3014154,0.00004108558,0.00006525374,0.000002316158,0.0004020752,0.004427429,0.0000963871,0.08224561,0.6103125,0.0004016481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595872,0.0001583131,0.000430488,0.001230826,0.0009956874,0.0002607933,2.951317e-7,0.0002215642,0.03711485],"genre_scores_gemma":[0.9970959,0.00001239173,0.0002977637,0.0003894538,0.001519423,0.00001130186,0.000005698024,0.00001395227,0.0006541348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5319975,"threshold_uncertainty_score":0.414578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1315604932861863,"score_gpt":0.3015883180483708,"score_spread":0.1700278247621844,"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."}}