{"id":"W4400349427","doi":"10.1111/eufm.12495","title":"The brown side of firm flexibility","year":2024,"lang":"en","type":"article","venue":"European Financial Management","topic":"Energy, Environment, Economic Growth","field":"Economics, Econometrics and Finance","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Alberta","funders":"","keywords":"Flexibility (engineering); Business; Operations management; Industrial organization; Economics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001454531,0.0001689647,0.0002337184,0.0001234126,0.0001382043,0.0001025788,0.0004929105,0.00002873698,0.0001592439],"category_scores_gemma":[0.00007007736,0.0001631142,0.0001686601,0.000194024,0.0001359946,0.000133057,0.0003429388,0.0001366594,0.002794657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001380771,"about_ca_system_score_gemma":0.00000718982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003577026,"about_ca_topic_score_gemma":0.00001723171,"domain_scores_codex":[0.9983006,0.00004401858,0.0007539527,0.0005470566,0.00004535242,0.0003090096],"domain_scores_gemma":[0.999002,0.00005857859,0.0001900535,0.0006921161,0.000005341352,0.00005191567],"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":[0.00001155428,0.00005121602,0.001490576,0.00009825447,0.00006093715,0.00003471215,0.0001220941,0.0003360159,0.000009604792,0.9581003,0.008363912,0.03132084],"study_design_scores_gemma":[0.0001787379,0.00004343127,0.133392,0.00003206731,0.000009306436,9.056362e-7,0.00002193857,0.0004280313,0.00005392345,0.0362404,0.8294128,0.0001865278],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1193918,0.005635892,0.004761227,0.0008378776,0.001651955,0.0003553994,0.00007393901,0.0001182426,0.8671737],"genre_scores_gemma":[0.9832807,0.0009304912,0.0004237293,0.0002056172,0.0001970289,0.00001786176,0.000007310758,0.0000483696,0.01488884],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9218599,"threshold_uncertainty_score":0.9979818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335396667610939,"score_gpt":0.2002795704283212,"score_spread":0.1769256037522118,"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."}}