{"id":"W7043389048","doi":"","title":"SHOCKED: New Research by GHD Reveals Unprecedented Security, Climate and Society Shocks Impacting Global and Canadian Energy Sectors","year":2023,"lang":"en","type":"other","venue":"","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Climate change; Energy (signal processing); Global warming; Government (linguistics); Energy policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006233357,0.0006905161,0.0007274759,0.0003312207,0.000453724,0.0003545545,0.0004565635,0.001439783,0.002157555],"category_scores_gemma":[0.0001447213,0.0006904313,0.0001889382,0.001047027,0.000280296,0.0001334591,0.00050343,0.0006820639,0.00008262155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000788719,"about_ca_system_score_gemma":0.0005498169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902254,"about_ca_topic_score_gemma":0.9920816,"domain_scores_codex":[0.9955817,0.0003105607,0.000441607,0.001017426,0.0006349848,0.002013732],"domain_scores_gemma":[0.9971787,0.0002026971,0.0001515451,0.0005545663,0.00008333346,0.001829176],"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":[0.000009474359,0.00001311472,0.0004105338,0.00008143058,0.0002339031,0.00001804052,0.0003255479,0.000006713171,0.00000985211,0.223637,0.7734319,0.001822537],"study_design_scores_gemma":[0.0005733495,0.00006528007,0.0001263067,0.0002801401,0.00004680602,0.00003738875,0.0006941594,0.0001085371,0.00002548,0.007062075,0.9902961,0.0006844269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001761884,0.003241023,0.000002349236,0.001094041,0.0004285427,0.0002024255,0.001266334,0.0008666798,0.9911367],"genre_scores_gemma":[0.108628,0.02205828,0.0002348789,0.004881449,0.002906126,0.00004855622,0.0008084102,0.002058168,0.8583761],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2168642,"threshold_uncertainty_score":0.9998565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02517529548443687,"score_gpt":0.3198608008224981,"score_spread":0.2946855053380613,"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."}}