{"id":"W4396950086","doi":"10.18777/ieashc-su-2023-0002","title":"Solar Update - December 2023","year":2023,"lang":"en","type":"report","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"European Commission","keywords":"Environmental science; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00079085,0.0002484666,0.0003042992,0.0002434212,0.0001071473,0.0003270075,0.001121766,0.0003325664,0.0007294446],"category_scores_gemma":[0.0002040679,0.0002253672,0.0001864394,0.0007334221,0.00001861774,0.0002319934,0.0004471551,0.0003959278,0.01142871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001384303,"about_ca_system_score_gemma":0.001270793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005767254,"about_ca_topic_score_gemma":0.0005618287,"domain_scores_codex":[0.9976348,0.0000480925,0.0003666061,0.0005752111,0.001026648,0.0003486791],"domain_scores_gemma":[0.9981584,0.0001053638,0.0001786869,0.001077814,0.0003155165,0.0001642295],"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":[3.368847e-7,0.000009853561,0.0001223407,0.00002363684,0.00004127677,0.00005431423,0.00002604252,0.000008545916,0.000005606142,0.001733854,0.990187,0.007787124],"study_design_scores_gemma":[0.00007232788,0.00001030569,0.0006264602,0.00001928943,0.00001064891,0.0000392142,0.000002915786,0.006144874,0.0001355744,0.001474477,0.9911597,0.0003042058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003858354,0.0005813302,0.1835602,0.001168684,0.01517222,0.0003994972,0.00005826512,0.002057109,0.7969641],"genre_scores_gemma":[0.000754005,0.007360779,0.02245214,0.003285343,0.001716784,0.00009774938,0.0004585063,0.0001675367,0.9637071],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.166743,"threshold_uncertainty_score":0.989341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0867969990595205,"score_gpt":0.3362769672140306,"score_spread":0.2494799681545101,"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."}}