{"id":"W4200280961","doi":"10.20944/preprints202112.0430.v1","title":"Agrivoltaics in Ontario Canada: Promise and Policy","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Business; Agriculture; Revenue; Agricultural economics; Renewable energy; Natural resource economics; Electricity; Economics; Geography; Engineering; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007366811,0.0003484799,0.0005132013,0.00005990294,0.00008399921,0.00003389038,0.0004781134,0.0002900836,0.002281069],"category_scores_gemma":[0.0004158289,0.0003621061,0.00008286724,0.0001879784,0.0001579041,0.0001039814,0.004513451,0.001024965,0.00003836985],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007561347,"about_ca_system_score_gemma":0.003569115,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9997192,"about_ca_topic_score_gemma":0.999647,"domain_scores_codex":[0.9970667,0.0001678943,0.0005478837,0.001227381,0.000471839,0.0005183131],"domain_scores_gemma":[0.9983025,0.00004595882,0.0001802052,0.001174165,0.00003006907,0.0002671339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001230131,0.00008258283,0.9944134,0.0001221896,0.00001703429,0.0001057756,0.00248531,0.0008236317,0.001649216,0.000008291328,0.0001403127,0.0001399188],"study_design_scores_gemma":[0.0002300967,0.000004636882,0.9801462,0.00007403502,0.000009404111,0.00001303354,0.0004240851,0.00008648497,0.001467689,0.0007578442,0.01644867,0.0003378221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840623,0.00004590783,0.000003013591,0.000355028,0.0002493851,0.0009118756,0.000007806354,0.00002823678,0.01433644],"genre_scores_gemma":[0.9938601,0.00002080434,0.00005290411,0.0001794316,0.00004568297,0.0001903874,0.00001831954,0.00002146906,0.005610943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01630835,"threshold_uncertainty_score":0.9998831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04547810353919746,"score_gpt":0.2766703956060225,"score_spread":0.2311922920668251,"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."}}