{"id":"W2088354823","doi":"10.1109/pvsc.2010.5614572","title":"Measuring and modeling the effect of snow on photovoltaic system performance","year":2010,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":65,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Photovoltaic system; Tilt (camera); Environmental science; Meteorology; Gauge (firearms); Engineering; Electrical engineering; Geography; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007693303,0.0001475711,0.0002244982,0.00008551754,0.0001157702,0.00002635377,0.0001874157,0.00009196522,0.00002359167],"category_scores_gemma":[0.00009930951,0.00008685194,0.00004474215,0.0001280992,0.00003946557,0.00009347258,0.00004715927,0.0001745342,0.00001114817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002765205,"about_ca_system_score_gemma":0.00001065279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056321,"about_ca_topic_score_gemma":0.0001055085,"domain_scores_codex":[0.9990638,0.00008474962,0.0002674739,0.0001859645,0.0002429585,0.0001550262],"domain_scores_gemma":[0.9991935,0.0001874019,0.000089515,0.0004168526,0.00007085597,0.00004181981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002834685,0.00003282232,0.01452469,0.001252459,0.0001216576,0.000003152338,0.0005883619,0.1498477,0.8045508,0.009969939,0.0001669086,0.01865806],"study_design_scores_gemma":[0.0001542968,0.00008269544,0.0000512809,0.0001095769,0.00000849537,0.00001471141,0.00002860832,0.4697966,0.5296348,0.000004952787,0.00005279806,0.00006116294],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665975,0.00001799555,0.003884694,0.000006072097,0.0001567256,0.0003725697,8.768554e-7,0.0003222627,0.02864129],"genre_scores_gemma":[0.9989496,0.000008667226,0.0007167375,0.0000166513,0.00004338899,0.00009161101,0.000001213216,0.00002523626,0.0001469092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3199489,"threshold_uncertainty_score":0.354172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169322608903582,"score_gpt":0.220519172817422,"score_spread":0.2035869119270638,"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."}}