{"id":"W7043899251","doi":"","title":"Towards an energy theory of value? A critical assessment of the correlation between flows of primary, net, and useful energy flows and monetary indicators for Canada, 1961-2022","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Energy (signal processing); Correlation; Flow (mathematics); Energy flow; Correlation coefficient","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005286565,0.0004932685,0.0005453975,0.004868395,0.002384855,0.004770364,0.001137808,0.0005209933,0.003652823],"category_scores_gemma":[0.04051461,0.0003509908,0.0004201629,0.01043181,0.008606832,0.003553492,0.0009767872,0.002311898,0.0002342403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03393968,"about_ca_system_score_gemma":0.03459993,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8657151,"about_ca_topic_score_gemma":0.7719635,"domain_scores_codex":[0.998556,0.0003829188,0.00007139488,0.0001934367,0.0006394241,0.0001567426],"domain_scores_gemma":[0.9773606,0.01112612,0.0008228367,0.0004462896,0.009755915,0.0004882693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004284359,0.00008795307,0.2129592,0.0004130536,0.000188794,0.0006329119,0.008886564,0.02039359,0.0004141987,0.5620919,0.05079878,0.1427045],"study_design_scores_gemma":[0.00004118857,0.0001158029,0.4950466,0.0009703106,0.0002630619,0.0002200281,0.03797635,0.02213732,0.0006839063,0.3380838,0.1043335,0.0001281542],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5877064,0.04866258,0.01740674,0.165998,0.001627233,0.0002480486,0.005162891,0.0001220707,0.1730661],"genre_scores_gemma":[0.9770626,0.01023444,0.003252055,0.0008788665,0.0002700507,0.00003461964,0.000453004,0.00003395602,0.007780444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1342849,"threshold_uncertainty_score":0.2701514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169796425934725,"score_gpt":0.2621701689582516,"score_spread":0.2504722046989044,"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."}}