{"id":"W2610654435","doi":"10.2495/sdp-v12-n7-1168-1177","title":"Unbiased investment risk assessment for energy generating companies: Rating approach","year":2017,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Investment (military); Risk assessment; Actuarial science; Risk analysis (engineering); Environmental economics; Finance; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01294202,0.0007546397,0.001026731,0.002933981,0.000505492,0.002452986,0.0008137197,0.0007520072,0.001582014],"category_scores_gemma":[0.04398056,0.000258592,0.0007350263,0.001655648,0.0005810416,0.001661915,0.001442457,0.0008266668,0.0003735053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008157522,"about_ca_system_score_gemma":0.0009239193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008798388,"about_ca_topic_score_gemma":0.001248947,"domain_scores_codex":[0.9848402,0.00843789,0.0008265648,0.000585578,0.004973195,0.0003366958],"domain_scores_gemma":[0.9797624,0.01240861,0.002282718,0.00149775,0.003765652,0.0002829061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004537116,0.000211509,0.03329782,0.0006139636,0.000574353,0.0004027117,0.001157776,0.2707105,0.009862919,0.1790965,0.003825015,0.4997933],"study_design_scores_gemma":[0.00003593238,0.0004151598,0.01280135,0.0001614609,0.0001721599,0.0002942048,0.0004722506,0.8612894,0.005069385,0.1143239,0.004841272,0.0001234594],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04456259,0.0005031302,0.9478689,0.0002118689,0.00003080468,0.0001907486,0.0001192236,0.0001539356,0.006358734],"genre_scores_gemma":[0.7775158,0.0005640384,0.2198436,0.00006728503,0.0000762387,0.0002677934,0.0001930388,0.00003805468,0.001434012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01294202,"threshold_uncertainty_score":0.06844485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02835023245886977,"score_gpt":0.2584875769677404,"score_spread":0.2301373445088706,"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."}}