{"id":"W2371209324","doi":"","title":"Assessment and Hedging of Contract Unfulfilling Risks Facing Generation Companies","year":2011,"lang":"en","type":"article","venue":"Dianli xitong zidonghua","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Business; Electricity market; Risk management; Electricity; Finance; Actuarial science; Environmental economics; Economics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002914791,0.0006768474,0.0004189135,0.0006913231,0.0002397065,0.001380131,0.0005350701,0.0006809672,0.000716514],"category_scores_gemma":[0.004984766,0.0002843702,0.0005113442,0.0005009574,0.000546139,0.001540123,0.0007125196,0.0006622375,0.00004705028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305758,"about_ca_system_score_gemma":0.0006291527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004084245,"about_ca_topic_score_gemma":0.003593167,"domain_scores_codex":[0.9990293,0.0004552895,0.00004345496,0.00006570113,0.0003079534,0.00009835321],"domain_scores_gemma":[0.9978039,0.00123305,0.0004205965,0.0001140023,0.0003237657,0.0001046601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003737174,0.00008664278,0.01949724,0.00004750024,0.0001044719,0.0004771845,0.0001741599,0.9379387,0.005002218,0.01087356,0.000369565,0.02505502],"study_design_scores_gemma":[0.00001561193,0.0001732172,0.009629744,0.000009926091,0.00004411106,0.0001079364,0.0002059259,0.9814077,0.003281357,0.004794617,0.0002942703,0.00003558116],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288345,0.0003018428,0.06622021,0.0002365811,0.00001318628,0.0000595431,0.00008927998,0.00004402332,0.004200828],"genre_scores_gemma":[0.9967207,0.00008074537,0.002693165,0.000005812652,0.000003040433,0.000006838842,0.0000292097,0.000002456041,0.0004579607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004084245,"threshold_uncertainty_score":0.01541507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0816225932610637,"score_gpt":0.2724613986529326,"score_spread":0.1908388053918689,"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."}}