{"id":"W4210574482","doi":"10.31224/osf.io/t5hu3","title":"Impact of measured spectrum variation on solar photovoltaic efficiencies worldwide","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Photovoltaic system; Variation (astronomy); Engineering physics; Environmental science; Photovoltaics; Solar variation; Materials science; Atmospheric sciences; Physics; Electrical engineering; Engineering; Astrophysics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002523825,0.0005732381,0.0005642723,0.0009631422,0.0003566441,0.00102576,0.0005770279,0.0005271361,0.001123194],"category_scores_gemma":[0.008433871,0.0002793084,0.0005086624,0.002369345,0.0004264434,0.001028006,0.001159714,0.0004142117,0.0005005539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006364544,"about_ca_system_score_gemma":0.0002335463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004957931,"about_ca_topic_score_gemma":0.006622005,"domain_scores_codex":[0.9955532,0.001297363,0.0003053311,0.001098921,0.001553518,0.0001915844],"domain_scores_gemma":[0.9954093,0.001795137,0.0004122967,0.001083362,0.001255052,0.00004477218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005633876,0.0002238869,0.6473569,0.0004650304,0.001159198,0.0008339318,0.0007794109,0.08988734,0.09077672,0.002024523,0.003669573,0.16226],"study_design_scores_gemma":[0.00002719037,0.0004972396,0.7846816,0.0001247925,0.0002588473,0.001562794,0.00100193,0.04049984,0.1520033,0.001705973,0.01753858,0.00009781103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619714,0.0008583132,0.02105436,0.0001365371,0.00004480656,0.00003491686,0.003560679,0.0004196816,0.01191923],"genre_scores_gemma":[0.9948139,0.0001175397,0.001948741,0.00004351925,0.000005854623,0.0000187424,0.002460219,0.0001265804,0.00046492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004957931,"threshold_uncertainty_score":0.01334745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175008333221176,"score_gpt":0.2720152966657803,"score_spread":0.2502652133335685,"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."}}