{"id":"W1970775860","doi":"10.3390/su3122496","title":"Synthesis to Special Issue on New Studies in EROI (Energy Return on Investment)","year":2011,"lang":"en","type":"article","venue":"Sustainability","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment (military); Quarter (Canadian coin); Energy (signal processing); Norwegian; Barrel (horology); Return on investment; Economics; Positive economics; History; Production (economics); Engineering; Political science; Law; Macroeconomics; Mathematics; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001134579,0.0004474951,0.0006375553,0.0004382824,0.0001994367,0.00003760553,0.0006217144,0.0002560221,0.001518661],"category_scores_gemma":[0.017025,0.0003954633,0.0001894178,0.001103116,0.0003974413,0.0001715342,0.0003586882,0.0004023874,0.0001417783],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004842858,"about_ca_system_score_gemma":0.000863706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02289355,"about_ca_topic_score_gemma":0.01071015,"domain_scores_codex":[0.9956983,0.0008127395,0.0005947159,0.001056238,0.0006385399,0.001199485],"domain_scores_gemma":[0.9965118,0.0007510442,0.00007171201,0.001341307,0.0007822168,0.0005419104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004195885,0.001559093,0.006348189,0.0003101528,0.0001383227,0.0005079443,0.01055069,0.002823713,0.000007609636,0.8123189,0.02779288,0.1334466],"study_design_scores_gemma":[0.000604884,0.001297581,0.01593524,0.00008954928,0.00001985234,0.000002909208,0.01307657,0.00003269295,0.004462015,0.6392053,0.324658,0.0006154684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.673202,0.0001358048,0.00001072982,0.007320238,0.0007192491,0.0009223456,0.000008578516,0.0002089702,0.3174721],"genre_scores_gemma":[0.9786333,0.00002732434,0.0001444108,0.001948622,0.001488192,0.0002687031,0.000003277464,0.00004400605,0.01744217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3054313,"threshold_uncertainty_score":0.9998497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0504429815848906,"score_gpt":0.3241494746416876,"score_spread":0.2737064930567971,"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."}}