{"id":"W4396585109","doi":"10.54175/hsustain3020012","title":"Sustainable Development and Underexplored Topics in Canada’s Energy Transition","year":2024,"lang":"en","type":"article","venue":"Highlights of Sustainability","topic":"Social Acceptance of Renewable Energy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Sustainability; Energy (signal processing); Energy transition; Indigenous; Variety (cybernetics); Political science; Focus group; Sustainable energy; Transition (genetics); Public relations; Environmental resource management; Business; Medicine; Engineering; Renewable energy; Computer science; Economics; Marketing; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0004695358,0.0001217296,0.000218285,0.0001343887,0.0002362049,0.00005732445,0.0001496887,0.00009507921,0.00004481019],"category_scores_gemma":[0.0001427378,0.0001198802,0.00003321872,0.0005432658,0.0002135439,0.0003679724,0.00003958188,0.00007325647,1.543623e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004730109,"about_ca_system_score_gemma":0.01197635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9852318,"about_ca_topic_score_gemma":0.9946513,"domain_scores_codex":[0.9983896,0.0001509894,0.0003067481,0.0003058742,0.0003776473,0.0004691526],"domain_scores_gemma":[0.9993098,0.0001351377,0.00003832664,0.0001273726,0.0002759227,0.0001134423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002206659,0.00004196181,0.0007081022,0.0004101999,0.00001738295,0.0001384855,0.02744615,0.0001738302,0.00000516902,0.9365435,0.000529456,0.03396367],"study_design_scores_gemma":[0.0002178119,0.00002089492,0.008102007,0.00004837006,0.00001074013,5.324086e-7,0.2945179,0.00008174377,0.001470621,0.1079577,0.5873079,0.0002637921],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755208,0.001226507,0.0004246848,0.01684512,0.0002145815,0.0002707514,0.000001624216,0.00007040955,0.005425505],"genre_scores_gemma":[0.9963054,0.0001647316,0.0001807839,0.00005830514,0.0000931843,0.00004141467,0.000003930129,0.000009917385,0.003142335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8285859,"threshold_uncertainty_score":0.9990906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039763649125418,"score_gpt":0.2438552531735631,"score_spread":0.2334576166823089,"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."}}