{"id":"W4393002181","doi":"10.5040/9798400609541.ch-001","title":"Human Society's Need for Energy","year":2010,"lang":"en","type":"other","venue":"Alternative Energy","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Energy (signal processing); Computer science; Mathematics; Statistics","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":[],"category_scores_codex":[0.00008822824,0.0004526068,0.0003371262,0.00006089491,0.0001530145,0.0000314984,0.0005614026,0.0004754807,0.02121637],"category_scores_gemma":[0.000009995319,0.0004191108,0.0002792357,0.00009324165,0.0003338645,0.00008783521,0.000263913,0.0001965174,0.0001333044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001342234,"about_ca_system_score_gemma":0.000008270224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340525,"about_ca_topic_score_gemma":0.006166835,"domain_scores_codex":[0.9982709,0.0000381446,0.0002081596,0.0006161511,0.0003548716,0.0005118017],"domain_scores_gemma":[0.9989859,0.00004184489,0.0002785619,0.0004931384,0.000003310652,0.0001971989],"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":[0.000005675547,0.0001065329,0.00008100954,0.000006511625,0.0001685123,0.000005706051,0.00005444496,0.001099732,0.004699485,0.0156392,0.9678084,0.01032484],"study_design_scores_gemma":[0.0004995874,0.00008916973,0.0001431916,0.00002467866,0.00003614479,0.000002337691,0.00001035518,0.0001477874,0.004079444,0.003332001,0.9911317,0.0005035848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002907589,0.0001486732,0.009205381,0.0001249382,0.0007855436,0.00009599642,0.0000696903,0.0001656854,0.9891133],"genre_scores_gemma":[0.01929828,0.0002995358,0.001954254,0.001646309,0.001243624,0.0001411931,0.0002221386,0.0005613682,0.9746333],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02332337,"threshold_uncertainty_score":0.9998261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075345199094161,"score_gpt":0.2383457969326868,"score_spread":0.2275923449417452,"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."}}