{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00185017,0.0009204999,0.0006461229,0.000589715,0.0005577929,0.002057759,0.001054565,0.001564432,0.005876833],"category_scores_gemma":[0.004821819,0.0003583765,0.001091342,0.0006153117,0.002740331,0.002862421,0.001856546,0.001863178,0.0001833921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009628114,"about_ca_system_score_gemma":0.0005436228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131594,"about_ca_topic_score_gemma":0.0006123938,"domain_scores_codex":[0.9989679,0.0002712492,0.00005655434,0.0002720769,0.0001992183,0.0002329671],"domain_scores_gemma":[0.9958611,0.002182313,0.0009203575,0.00059798,0.0001607795,0.0002774831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001761052,0.0001121232,0.006150495,0.0001407325,0.0001339762,0.001234346,0.0003303254,0.1760818,0.00425655,0.7782432,0.0006097921,0.03253055],"study_design_scores_gemma":[0.0000514939,0.0002097251,0.005492762,0.00009079531,0.00006856806,0.0004155528,0.0001447518,0.1611145,0.001957084,0.8252594,0.005118633,0.00007662229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4112017,0.003326265,0.5049806,0.003197389,0.0001610623,0.0001072974,0.0003498326,0.00009207808,0.0765838],"genre_scores_gemma":[0.9907968,0.0004743272,0.005414379,0.00005791415,0.00008208855,0.00001950909,0.00003157199,0.000005801893,0.003117543],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005876833,"threshold_uncertainty_score":0.01966,"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."}}