{"id":"W1593036724","doi":"10.2172/821704","title":"FINAL SIMULATION RESULTS FOR DEMONSTRATION CASE 1 AND 2","year":2003,"lang":"en","type":"report","venue":"","topic":"Integrated Energy Systems Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Energy Technology Laboratory; Canada Excellence Research Chairs, Government of Canada; U.S. Department of Energy","keywords":"Component (thermodynamics); Software; Suite; Verification and validation; Computer science; Reliability engineering; Software engineering; Systems engineering; Engineering; Operating system","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003140615,0.0001959646,0.0001970974,0.0001303738,0.00005590406,0.00005070717,0.00002127219,0.000423693,0.000009316283],"category_scores_gemma":[0.000236663,0.0001908339,0.00004075679,0.000083962,0.00000929393,0.0001013267,0.000002711658,0.0001172573,0.000002252241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001987682,"about_ca_system_score_gemma":0.0001068858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001381665,"about_ca_topic_score_gemma":0.0003495953,"domain_scores_codex":[0.99907,0.00001653486,0.0004352638,0.0001953232,0.0001488857,0.0001340026],"domain_scores_gemma":[0.9992554,0.00009505179,0.00008547522,0.0001409507,0.0003858794,0.00003726486],"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":[0.000007382326,0.000002613722,0.000002189304,0.0001771513,0.00003339701,0.00002955386,0.0000199762,0.9814491,0.00001094853,0.0001063208,0.01523365,0.002927701],"study_design_scores_gemma":[0.0003035605,0.00002523617,0.000002879395,0.00007126235,0.00004878655,0.0008410254,0.0000240207,0.9199215,0.0001717472,0.0000198184,0.07835236,0.0002177933],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001055314,0.0005656591,0.6650289,0.000009691695,0.001730571,0.0007467385,0.000188455,0.0004427617,0.3302319],"genre_scores_gemma":[0.9386092,0.0006006914,0.02865847,0.00001331893,0.0006568829,0.0001698658,0.002347798,0.000171576,0.02877221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9375539,"threshold_uncertainty_score":0.7781979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04688449142313036,"score_gpt":0.2838092228757301,"score_spread":0.2369247314525997,"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."}}