{"id":"W4239966465","doi":"10.15173/esr.v10i1.426","title":"Energy Update","year":2001,"lang":"en","type":"article","venue":"Energy Studies Review","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Energy (signal processing); Statistics; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004060267,0.0003723994,0.0009459929,0.00008405402,0.0002016965,0.00001491646,0.0003508666,0.00004242619,0.001455958],"category_scores_gemma":[0.0001978408,0.0002888216,0.0002454986,0.00099404,0.0001582834,0.0001526644,0.0003074684,0.00007837634,0.004190203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001463826,"about_ca_system_score_gemma":0.0000280759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001120867,"about_ca_topic_score_gemma":0.0004263994,"domain_scores_codex":[0.9977519,0.0002700942,0.0005684078,0.0004896224,0.0003798571,0.0005401106],"domain_scores_gemma":[0.9986189,0.00008306108,0.0002249443,0.0007144442,0.0002333665,0.0001253061],"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":[0.000007304373,0.00005177788,0.00004841197,0.0003371007,0.0004493466,0.00009773835,0.00001607403,0.000006325691,0.0000206908,0.04023065,0.7164173,0.2423173],"study_design_scores_gemma":[0.0001885742,0.00002606225,0.00002940689,0.001424582,0.0001851877,0.00005862943,0.00002152066,0.000008689432,0.00007282103,0.0008574363,0.9967938,0.0003332743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005083575,0.9249215,0.0001450095,0.002489963,0.0003048477,0.00006289228,0.000008214008,0.0002732481,0.07174354],"genre_scores_gemma":[0.006365558,0.961296,0.0002012968,0.01403338,0.0002967235,0.00021636,0.00003343528,0.00009749212,0.01745978],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2803766,"threshold_uncertainty_score":0.9999564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610749232399772,"score_gpt":0.3341667772462227,"score_spread":0.278059284922225,"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."}}