{"id":"W4317695520","doi":"10.31235/osf.io/x6z25","title":"Revised estimates of racial and ethnic disparities in rooftop PV deployment in the United States","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Energy and Environment Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Software deployment; Ethnic group; Psychological intervention; Sustainability; Demography; Geography; Political science; Psychology; Sociology; Computer science; Biology; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005282537,0.000312081,0.0002551356,0.001873144,0.0003617906,0.000851207,0.0005958484,0.0002985801,0.002873387],"category_scores_gemma":[0.01947404,0.0001856154,0.0005300809,0.002661923,0.0003310863,0.0007096886,0.001206393,0.0009210382,0.0004811773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005238953,"about_ca_system_score_gemma":0.0006638548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05186977,"about_ca_topic_score_gemma":0.03430815,"domain_scores_codex":[0.9979876,0.0007177051,0.0001773796,0.0003955252,0.000577761,0.0001440455],"domain_scores_gemma":[0.99005,0.003091413,0.001856246,0.001677811,0.003112434,0.0002122033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001055624,0.00004494337,0.9210603,0.0001386398,0.0003391925,0.00004956564,0.001234061,0.002271175,0.000324912,0.008990474,0.01629119,0.04915],"study_design_scores_gemma":[0.00001747149,0.00004944993,0.9678762,0.000165388,0.0001978218,0.00009343083,0.00113262,0.002164514,0.0005912709,0.003438827,0.02424759,0.00002550377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9012266,0.003154306,0.01468254,0.004800102,0.0004174187,0.00007441421,0.04203729,0.0001906721,0.03341663],"genre_scores_gemma":[0.9787055,0.0007924252,0.005102107,0.0006068762,0.0000959649,0.00007152675,0.01311699,0.00003396654,0.001474576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05186977,"threshold_uncertainty_score":0.1031357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05257955103766351,"score_gpt":0.293474261707837,"score_spread":0.2408947106701735,"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."}}