{"id":"W6931586254","doi":"10.5281/zenodo.7561888","title":"Energy and Flexibility Modelling: Emissions Exercise","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Opinion Dynamics and Social Influence","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Flexibility (engineering); Energy (signal processing); Efficient energy use; Energy expenditure; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001718004,0.0001573207,0.0001829066,0.0001372332,0.0008900336,0.0003338372,0.0004021853,0.00009205881,0.01467386],"category_scores_gemma":[0.00001674619,0.0001676622,0.00005571128,0.0002333508,0.0001277023,0.00005682235,0.0006288937,0.0001698842,0.001076653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003220412,"about_ca_system_score_gemma":0.000004308427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004268929,"about_ca_topic_score_gemma":9.371747e-7,"domain_scores_codex":[0.9989511,0.00007963386,0.0001610178,0.0003907687,0.000178956,0.0002385063],"domain_scores_gemma":[0.9992545,0.00001222542,0.0001015615,0.0003427586,0.0001209009,0.0001680943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008607873,0.00007917089,0.000004422473,0.00003879775,0.00005799506,0.000001901894,0.0003164523,0.000223188,0.00001599459,0.05594297,0.777873,0.1654375],"study_design_scores_gemma":[0.0001343962,0.00001868239,0.000006746674,0.00009815043,0.00001258013,6.546129e-7,0.0001104273,0.005284668,0.000004806391,0.002745739,0.9914094,0.000173773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001252969,0.0001744359,0.01987587,0.0001519849,0.0001630536,0.0002539783,0.001004361,0.001388407,0.9768626],"genre_scores_gemma":[0.07740922,0.00195721,0.0006241692,0.00007729423,0.001292538,3.102089e-7,0.0051089,0.02780959,0.8857208],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2135364,"threshold_uncertainty_score":0.9997011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03982985648179859,"score_gpt":0.2681338546166228,"score_spread":0.2283039981348242,"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."}}