{"id":"W1749833659","doi":"10.2139/ssrn.2429060","title":"Production Flexibility and Hedging","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Flexibility (engineering); Production (economics); Business; Industrial organization; Economics; Microeconomics; Management","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":[0.001012158,0.0004146097,0.0003592161,0.0006028825,0.0003193476,0.003104476,0.0004301061,0.001076179,0.01049268],"category_scores_gemma":[0.004618913,0.0002812688,0.0005356751,0.0007397608,0.001201196,0.003500344,0.001076354,0.001183065,0.0005132121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006677633,"about_ca_system_score_gemma":0.000203949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004829215,"about_ca_topic_score_gemma":0.0004174335,"domain_scores_codex":[0.999685,0.00008087499,0.00002558711,0.0000891677,0.00005455851,0.00006474993],"domain_scores_gemma":[0.9964156,0.002323281,0.0005094347,0.0003530559,0.0001095969,0.0002889921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002011521,0.0006143992,0.08270052,0.0003022205,0.0005399783,0.003347355,0.001869132,0.1647475,0.01078549,0.5742432,0.002602911,0.1562358],"study_design_scores_gemma":[0.00005745024,0.0003144442,0.07821672,0.00006742824,0.0001116355,0.0006342509,0.0009889123,0.05324343,0.001136367,0.860682,0.004466138,0.00008121323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.913871,0.004237989,0.02243464,0.001850811,0.00008848203,0.00001766124,0.0002601063,0.00007907031,0.05716021],"genre_scores_gemma":[0.9974647,0.0001834425,0.0002581197,0.00002081041,0.00002405641,0.000001883768,0.00003467776,0.000003828572,0.002008594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049268,"threshold_uncertainty_score":0.03510153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009923346443093287,"score_gpt":0.2157953326378061,"score_spread":0.2058719861947128,"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."}}