{"id":"W6908166704","doi":"10.25676/11124/14091","title":"Future of energy security: shifting system to meet climate targets","year":2022,"lang":"en","type":"report","venue":"Mines Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Energy (signal processing); Climate change; Energy security; Energy system; Energy policy; Environmental impact of the energy industry; Global warming; Efficient energy use","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001668749,0.001008107,0.002040633,0.0009836197,0.0005015924,0.000101463,0.001046326,0.0007351398,0.00009118827],"category_scores_gemma":[0.0001465306,0.001045158,0.000746454,0.0009880894,0.00007770078,0.0001391627,0.001334417,0.0004478554,0.00003508087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002819986,"about_ca_system_score_gemma":0.001297554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0017888,"about_ca_topic_score_gemma":0.0006274834,"domain_scores_codex":[0.991307,0.0006137734,0.002180501,0.001485084,0.00339075,0.001022948],"domain_scores_gemma":[0.9938158,0.0001298523,0.002519372,0.001935379,0.001220812,0.0003787829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003515595,0.00037846,0.005746093,0.01566929,0.001447096,0.006415499,0.00273375,0.0004183433,0.03137768,0.001228395,0.933588,0.0006458873],"study_design_scores_gemma":[0.0002391382,0.0001620398,0.0002268811,0.001259098,0.0005551346,0.002323279,0.001821917,0.00007499269,0.006773364,0.000004016385,0.9854801,0.001080098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06327052,0.07078202,0.000007149264,0.00006011835,0.03927348,0.001320559,0.003223218,0.001757126,0.8203058],"genre_scores_gemma":[0.9387199,0.0006566604,0.0007555449,0.00009115556,0.02940806,0.001490846,0.002251724,0.002202985,0.02442308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8754494,"threshold_uncertainty_score":0.9991999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0101819420909592,"score_gpt":0.2490582078844308,"score_spread":0.2388762657934716,"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."}}