{"id":"W6921345961","doi":"10.6084/m9.figshare.29695436.v1","title":"Social Equity and Energy Dataset","year":2025,"lang":"en","type":"dataset","venue":"Figshare","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Equity (law); Energy (signal processing); Social equality; Energy transition; Mediation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001425085,0.001244546,0.00113466,0.005185173,0.00204844,0.002998736,0.003310267,0.002170671,0.04550951],"category_scores_gemma":[0.01282162,0.0006771616,0.001552779,0.01250614,0.0006832767,0.0008910074,0.00225945,0.002192528,0.01978098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0113496,"about_ca_system_score_gemma":0.02536058,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9181023,"about_ca_topic_score_gemma":0.9489083,"domain_scores_codex":[0.9987352,0.0001639669,0.000100767,0.0001798219,0.0004663948,0.0003538723],"domain_scores_gemma":[0.9937383,0.00118592,0.0004850507,0.0007502274,0.003197056,0.0006433294],"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":[0.00004443748,0.00002242509,0.003678627,0.0002998751,0.00005651955,0.00002551231,0.000066951,0.0005441391,0.000022572,0.001505962,0.9917771,0.001956023],"study_design_scores_gemma":[0.0003520761,0.00001288628,0.03550305,0.0005555831,0.00009607479,0.00004345633,0.0004665861,0.001095672,0.0001525831,0.001725055,0.9599411,0.00005585009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002900472,0.00005597035,0.0000242962,0.0001251689,0.000008697612,0.00001017473,0.9988506,0.00004371398,0.0005912918],"genre_scores_gemma":[0.002098857,0.0001003975,0.0002067431,0.00008581174,0.000006978898,0.00011458,0.9954614,0.00003060238,0.001894534],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9181023,"threshold_uncertainty_score":0.1647599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04889273649876219,"score_gpt":0.3196733974883862,"score_spread":0.270780660989624,"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."}}