{"id":"W224927237","doi":"","title":"Scenario Analysis for S&OP","year":2012,"lang":"en","type":"article","venue":"˜The œjournal of business forecasting","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scenario analysis; Scenario planning; Leverage (statistics); Risk analysis (engineering); Process management; Context (archaeology); Outcome (game theory); Volatility (finance); Computer science; Operations research; Business; Marketing; Economics; Engineering; Finance; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006437892,0.0001498838,0.0003133492,0.0002289934,0.0001088715,0.0000252614,0.0001783992,0.00004035875,0.00001391362],"category_scores_gemma":[0.00009496694,0.0001028937,0.0001677478,0.000790684,0.00002244735,0.0002027301,0.00003613723,0.000147052,0.000001782385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000414723,"about_ca_system_score_gemma":0.00001157648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001142691,"about_ca_topic_score_gemma":0.00002769086,"domain_scores_codex":[0.9990776,0.000009821124,0.0003735184,0.00004531542,0.0001599472,0.0003338164],"domain_scores_gemma":[0.9991918,0.0002298079,0.0001233247,0.0001235759,0.0002682724,0.00006322651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000369536,0.00003242641,0.05309966,0.0002321631,0.001797519,0.000004592732,0.0009909739,0.9157585,0.0003392556,0.00007506441,0.002249965,0.02538293],"study_design_scores_gemma":[0.00114429,0.00008553396,0.204753,0.0001911213,0.00387208,0.0003951875,0.0005715944,0.7232916,0.0006048223,0.0001499979,0.06416549,0.0007752107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3106499,0.002466976,0.6839079,0.00008082094,0.00144537,0.0001210722,0.000004488589,0.00007264975,0.001250795],"genre_scores_gemma":[0.995303,0.0000485882,0.003493848,0.00001620846,0.001019502,0.000004176679,0.000002280242,0.00002969106,0.00008273066],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.684653,"threshold_uncertainty_score":0.4195883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03038338969706187,"score_gpt":0.2165018447014189,"score_spread":0.186118455004357,"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."}}