{"id":"W4285255188","doi":"10.4018/ijsds.301545","title":"A Systematic Literature Review on Studying Energy Consumption Assessment in Heritage Buildings","year":2022,"lang":"en","type":"article","venue":"International Journal of Strategic Decision Sciences","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Geospatial analysis; Systematic review; Sustainability; Energy consumption; Consumption (sociology); Data science; Architectural engineering; Environmental planning; Computer science; Geography; Engineering; Political science; Sociology; Social science; Remote sensing; MEDLINE; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002132874,0.00008936769,0.0002526318,0.0004341603,0.0002803433,0.0004045785,0.0005524513,0.000009900541,0.0008288616],"category_scores_gemma":[0.0001018996,0.00006079629,0.00009926164,0.0001439315,0.00008736047,0.000323187,0.0000928782,0.0002024578,0.000001505283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001302529,"about_ca_system_score_gemma":0.00008911978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001764132,"about_ca_topic_score_gemma":0.0000469193,"domain_scores_codex":[0.9976413,0.0001160323,0.0007428857,0.0001321076,0.001280466,0.00008720853],"domain_scores_gemma":[0.9985384,0.0004135738,0.0005631532,0.00006328154,0.0003973764,0.00002425756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00005569003,0.0002527692,0.0004058789,0.0008692617,0.00007573691,0.0002896941,0.003083372,0.0001717238,0.00004199812,0.9878235,0.003295435,0.003634967],"study_design_scores_gemma":[0.004286137,0.006227329,0.003106621,0.4100867,0.000205235,0.002157799,0.09955604,0.003636364,0.00006483762,0.3224069,0.1467319,0.0015342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7864414,0.1277708,0.001677086,0.01548036,0.008967335,0.00103581,0.00009081361,0.00008062418,0.05845582],"genre_scores_gemma":[0.9851952,0.01244343,0.0005414488,0.001455458,0.00009951261,0.00002981746,0.000001388454,0.000003516996,0.0002302642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6654166,"threshold_uncertainty_score":0.9075454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512056743831235,"score_gpt":0.3830476194917278,"score_spread":0.2318419451086043,"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."}}