{"id":"W2008740003","doi":"10.1016/j.rser.2014.07.140","title":"Strategic analysis of energy efficiency projects: Case study of a steel mill in Manitoba","year":2014,"lang":"en","type":"article","venue":"Renewable and Sustainable Energy Reviews","topic":"Energy Efficiency and Management","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Payback period; Engineering; Productivity; Efficient energy use; Waste management; Environmental engineering; Environmental science; Production (economics); Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001897402,0.0003921782,0.001488917,0.001361453,0.0001595004,0.00003804166,0.000340952,0.0001299016,0.00003842616],"category_scores_gemma":[0.0001142543,0.0003230908,0.0002365577,0.004003642,0.00009549121,0.0001734833,0.0002410481,0.00008456763,3.424719e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001023464,"about_ca_system_score_gemma":0.00008436874,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3488609,"about_ca_topic_score_gemma":0.2080786,"domain_scores_codex":[0.9961092,0.0007814382,0.0013592,0.0006894629,0.0003313654,0.0007292813],"domain_scores_gemma":[0.9980869,0.0001635851,0.0005443924,0.0008802527,0.0002054272,0.0001194815],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009226157,0.003247509,0.001902394,0.001408233,0.0007401081,0.001132236,0.001768923,0.6611987,0.0003399748,0.3061937,0.0001214471,0.02185448],"study_design_scores_gemma":[0.008217181,0.006511995,0.0007369025,0.0006917569,0.006451954,0.0002133638,0.30483,0.1763215,0.002343284,0.007566736,0.4833183,0.002797085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9387959,0.01299018,0.002278208,0.00001172471,0.00006246939,0.0004244196,0.000001742287,0.0000370228,0.04539828],"genre_scores_gemma":[0.9892081,0.00545668,0.0001030301,0.00007461968,0.00003058176,0.0002093997,0.00001615837,0.00002757616,0.004873839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4848772,"threshold_uncertainty_score":0.9999221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679892728746855,"score_gpt":0.2566867775643363,"score_spread":0.2298878502768678,"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."}}