{"id":"W3160942899","doi":"10.2172/1781700","title":"Reflecting Sunlight: Recommendations for Solar Geoengineering Research and Research Governance","year":2021,"lang":"en","type":"report","venue":"","topic":"Climate Change and Geoengineering","field":"Environmental Science","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of British Columbia","funders":"","keywords":"Geoengineering; Sunlight; Corporate governance; Environmental science; Business; Climate change; Physics; Optics; Ecology; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02226213,0.00128519,0.0009412456,0.002489838,0.002692029,0.01288357,0.004414279,0.01423176,0.1472234],"category_scores_gemma":[0.04430442,0.00107146,0.001488397,0.004241696,0.001541853,0.01124574,0.00501002,0.007404608,0.1268679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003483409,"about_ca_system_score_gemma":0.02781018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01877644,"about_ca_topic_score_gemma":0.03127832,"domain_scores_codex":[0.9867344,0.005215557,0.001609285,0.0006265778,0.004376187,0.001437944],"domain_scores_gemma":[0.9519007,0.008592286,0.001889566,0.004416896,0.02429581,0.00890474],"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":[0.00001187574,0.00006344747,0.000301385,0.0001825686,0.000003116505,0.00002180026,0.0001306871,0.0001386459,0.0001352732,0.003213175,0.9589234,0.03687464],"study_design_scores_gemma":[0.00002087982,0.00001957119,0.001082136,0.0006733672,0.00001009475,0.00002447435,0.0008103538,0.0001035568,0.0001451981,0.005009556,0.9920794,0.00002140584],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001364316,0.01039655,0.02097616,0.4685147,0.02096679,0.005337202,0.01325669,0.00929226,0.4498954],"genre_scores_gemma":[0.01709331,0.03186857,0.1072016,0.08476179,0.00668239,0.01084526,0.02160076,0.004220474,0.715726],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.997308,"threshold_uncertainty_score":0.4925115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4480764672159134,"score_gpt":0.4928249501853023,"score_spread":0.04474848296938883,"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."}}