{"id":"W3201433106","doi":"10.3390/su131810308","title":"The Risks of Global Heating to Energy Systems and Energy Security","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"Global Energy Security and Policy","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Hydroelectricity; Electricity; Extreme weather; Climate change; Work (physics); Mains electricity; Energy security; Global warming; Energy supply; Natural resource economics; Electricity generation; Business; Environmental science; Environmental resource management; Renewable energy; Energy (signal processing); Power (physics); Engineering; Economics; 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":[0.0004980118,0.0002193535,0.0003492781,0.00002142762,0.0003430468,0.0001032289,0.0002558938,0.0001680318,0.00001390172],"category_scores_gemma":[0.001610179,0.0001813052,0.000118628,0.0006517769,0.0002348079,0.0000924759,0.0003760245,0.0001075789,0.000001020582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006222752,"about_ca_system_score_gemma":0.0005665615,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2368973,"about_ca_topic_score_gemma":0.04417336,"domain_scores_codex":[0.9976273,0.0005828366,0.0004747961,0.0004447972,0.0002980174,0.0005722291],"domain_scores_gemma":[0.9975639,0.0003022322,0.0001123358,0.0007403395,0.001025681,0.0002555136],"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":[0.00005516831,0.00007037225,0.002200768,0.0001052709,0.00004308303,0.00001874185,0.0003064129,0.004739005,0.00001180745,0.9768311,0.0003523658,0.01526591],"study_design_scores_gemma":[0.0003225942,0.00009433412,0.005853427,0.0000243777,0.00002712202,0.00003668625,0.003046732,0.001109559,0.000672865,0.2728332,0.7157153,0.0002637552],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889927,0.008216906,0.0004033126,0.00566681,0.0008201287,0.0001496886,0.000114844,0.0001684969,0.09453277],"genre_scores_gemma":[0.9987164,0.0001020144,0.0000303842,0.0003181611,0.0001703305,0.00003942156,0.00001041107,0.00001196197,0.0006009418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.715363,"threshold_uncertainty_score":0.973268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347309826555416,"score_gpt":0.2991444683273333,"score_spread":0.2856713700617792,"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."}}