{"id":"W4399997748","doi":"10.1111/nyas.15117","title":"NPCC4: Climate change, energy, and energy insecurity in New York City","year":2024,"lang":"en","type":"article","venue":"Annals of the New York Academy of Sciences","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Climate change; Energy (signal processing); Human health; Political science; Environmental health; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007788857,0.0001692572,0.0002147185,0.00009049728,0.0001378811,0.00003811311,0.0007261255,0.0001397101,0.0002640387],"category_scores_gemma":[0.00003188961,0.0001157429,0.0000863843,0.0008707558,0.00104695,0.0004838496,0.0004736962,0.0001469289,0.000006627839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001805983,"about_ca_system_score_gemma":0.00002685502,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006692663,"about_ca_topic_score_gemma":0.0006128182,"domain_scores_codex":[0.9982536,0.00007915052,0.0003067923,0.0003922235,0.0005356107,0.0004326472],"domain_scores_gemma":[0.9994502,0.0001088958,0.0001342372,0.000113626,0.000001049362,0.00019201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001510243,0.000360842,0.1457644,0.0001354488,0.00007468893,0.000005325557,0.00738424,0.01214764,0.03039556,0.1644332,0.153517,0.4856306],"study_design_scores_gemma":[0.0003468417,0.0002838155,0.4223978,0.0006982377,0.00003190818,0.00001547141,0.000206139,0.001653336,0.09761962,0.1243492,0.351834,0.0005636311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453945,0.01337869,0.00002750355,0.02626579,0.0002124811,0.00007745962,0.00001306677,0.00003476491,0.01459582],"genre_scores_gemma":[0.9909463,0.005063718,0.000181154,0.002491195,0.0001033703,0.000002692439,4.965163e-7,0.000007346058,0.00120374],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.485067,"threshold_uncertainty_score":0.9999219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09597072106860123,"score_gpt":0.303013648865312,"score_spread":0.2070429277967108,"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."}}