{"id":"W7098638015","doi":"","title":"ANNUAL PERFORMANCE PREDICTION OF A SDHW SYSTEM BASED ON CSA TEST RESULTS AND COMPUTER SIMULATION","year":2015,"lang":"en","type":"article","venue":"","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Solar energy; Energy (signal processing); Test data; Energy performance","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":[0.0008568786,0.0004392115,0.0003209264,0.0009700379,0.0003500219,0.00063122,0.0006842721,0.0003786437,0.001094076],"category_scores_gemma":[0.002615388,0.0002244724,0.000360305,0.0007027073,0.0003668612,0.0005863229,0.0002167244,0.0003600315,0.0002594925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002378439,"about_ca_system_score_gemma":0.001103912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1032117,"about_ca_topic_score_gemma":0.06113698,"domain_scores_codex":[0.9996212,0.00005722287,0.00002010985,0.00006010503,0.0001621403,0.00007912917],"domain_scores_gemma":[0.997987,0.0006871804,0.0002463877,0.000171457,0.000835836,0.00007203175],"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":[0.0001275012,0.00005721565,0.04403546,0.00002730607,0.00002446207,0.00006251245,0.00004492189,0.9442279,0.003085178,0.0004930001,0.0004410288,0.00737359],"study_design_scores_gemma":[0.00001028544,0.00007953481,0.02420754,0.000003074881,0.00001023929,0.0000182084,0.00003646415,0.9713894,0.003800494,0.0001218266,0.0003087439,0.00001422395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830071,0.00003266327,0.01164333,0.00003925959,0.000007367561,0.00004311658,0.0007345301,0.0004538185,0.004038904],"genre_scores_gemma":[0.9976988,0.0000130619,0.001665173,0.000003006922,8.72455e-7,0.000009959831,0.0003330248,0.00001029636,0.000265775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1032117,"threshold_uncertainty_score":0.205222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05117114961426097,"score_gpt":0.195156470632516,"score_spread":0.1439853210182551,"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."}}