{"id":"W4416136261","doi":"10.1109/pesgm52009.2025.11224975","title":"Proactive Planning for Reliable Electrification in Areas at Extreme Climate Risks","year":2025,"lang":"","type":"article","venue":"","topic":"Optimal Power Flow Distribution","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Electrification; Extreme weather; Resilience (materials science); Rural electrification; Flood myth; Investment (military); Climate change; Risk management; Risk assessment","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":[0.0005346152,0.0003421516,0.000361112,0.0003215719,0.0002052278,0.00009396273,0.0001861243,0.0003231674,0.00009823617],"category_scores_gemma":[0.0001844358,0.0004083635,0.0001148009,0.0008165144,0.00002838787,0.0003702661,0.00004837665,0.0003388592,0.0000747751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019492,"about_ca_system_score_gemma":0.00009375474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008771992,"about_ca_topic_score_gemma":0.00004088664,"domain_scores_codex":[0.9976943,0.0000334372,0.000660006,0.0005794395,0.0001536446,0.0008791296],"domain_scores_gemma":[0.9991391,0.0001632779,0.0001009544,0.0003712988,0.000149505,0.0000758749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005411031,0.001225224,0.1330018,0.003528567,0.0009141637,0.0000206853,0.00180948,0.5921941,0.1281618,0.06947429,0.03776951,0.02648925],"study_design_scores_gemma":[0.002131032,0.0001779071,0.06223046,0.0005198009,0.0001503459,0.000002231648,0.0003007069,0.7908185,0.1332877,0.0009576256,0.008820173,0.0006034754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3722341,0.004263014,0.5094624,0.000701277,0.001634006,0.005543606,0.0003606968,0.0006830437,0.1051179],"genre_scores_gemma":[0.9944344,0.0002518089,0.002823339,0.00003133223,0.00005236634,0.0004345703,0.0003903359,0.00004320883,0.001538702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6222003,"threshold_uncertainty_score":0.9998368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04728747768798591,"score_gpt":0.3048335883690459,"score_spread":0.25754611068106,"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."}}