{"id":"W4252856905","doi":"10.32920/ryerson.14667972.v1","title":"Modeling photovoltaic solar farm site suitability using a multi-criteria evaluation in Southern Ontario, Canada","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Solar irradiance; Solar energy; Land cover; Solar Resource; Geography; Solar power; Environmental science; Scale (ratio); Land use; Environmental resource management; Meteorology; Engineering; Cartography; Civil engineering; Power (physics)","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":[0.0005869158,0.0006231121,0.0003835491,0.0008138395,0.001198041,0.001703817,0.0008893044,0.0007176118,0.001751221],"category_scores_gemma":[0.001254253,0.0004006445,0.0006693428,0.001492772,0.0008191328,0.0003454338,0.0004451839,0.000287741,0.0001078763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0214418,"about_ca_system_score_gemma":0.0141523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9728106,"about_ca_topic_score_gemma":0.9753795,"domain_scores_codex":[0.9996763,0.00007035056,0.00001092462,0.00005193151,0.00007698562,0.0001134068],"domain_scores_gemma":[0.9994898,0.0002139308,0.00005076241,0.00001502516,0.0001747977,0.00005566107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000504314,0.00002817835,0.0124382,0.00003671864,0.00002329562,0.0001258036,0.00009541691,0.9815574,0.0005689168,0.0006679228,0.0003946293,0.004013084],"study_design_scores_gemma":[0.00001547906,0.00003176611,0.01132392,0.00001277307,0.00001537765,0.0000121092,0.0003218957,0.9869262,0.0002177428,0.0003519406,0.0007560536,0.00001472482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723589,0.0002336962,0.01290344,0.0002256177,0.000008977094,0.0001605529,0.001102516,0.00005625542,0.01295015],"genre_scores_gemma":[0.9934628,0.0001020422,0.003357745,0.00001329744,0.000001837259,0.00003817493,0.0002988866,0.000008432143,0.002716783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02718943,"threshold_uncertainty_score":0.1555719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04735551163763902,"score_gpt":0.2715813907268087,"score_spread":0.2242258790891697,"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."}}