{"id":"W7024679536","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":"Chemical and Physical Properties in Aqueous Solutions","field":"Chemical Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001786431,0.000376995,0.0004296919,0.00006675194,0.0002168138,0.0001023394,0.0002563826,0.0006269027,0.001032176],"category_scores_gemma":[0.0001517488,0.0003337923,0.0001259253,0.0004398725,0.0002125664,0.00005087511,0.0004529818,0.0007233688,0.00003410052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006236044,"about_ca_system_score_gemma":0.0001250288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5746109,"about_ca_topic_score_gemma":0.2017945,"domain_scores_codex":[0.997652,0.00004355182,0.0002666076,0.0006072679,0.0003477904,0.0010828],"domain_scores_gemma":[0.9983622,0.0002131572,0.00004887086,0.0002962444,0.00004269823,0.001036777],"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":[0.000005435817,0.00001669836,0.0001731384,0.0001721656,0.0001459335,0.000003235651,0.000115599,0.000003650401,0.002823502,0.002928914,0.9927142,0.0008975542],"study_design_scores_gemma":[0.001023636,0.00008937105,0.00002558202,0.001417083,0.0001221163,0.00003191499,0.0005989411,0.01495786,0.002994716,0.01055696,0.9662828,0.001898958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003540806,0.00400487,0.0001865365,0.001054787,0.0003284252,0.0003876047,0.001518158,0.001698247,0.9872805],"genre_scores_gemma":[0.3238892,0.004715679,0.0004283343,0.0009253181,0.002149497,0.00005505048,0.0003585016,0.001593945,0.6658844],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3728164,"threshold_uncertainty_score":0.9999114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457856009099785,"score_gpt":0.294477879470444,"score_spread":0.2698993193794462,"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."}}