{"id":"W4413823964","doi":"10.1109/pvsc59419.2025.11133135","title":"Validation of a hybrid model combining Townsend and Marion to estimate PV snow soiling losses","year":2025,"lang":"en","type":"article","venue":"","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Society of Nephrology","funders":"","keywords":"Townsend; Snow; Environmental science; Meteorology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007219246,0.0009306388,0.0008269914,0.0006590331,0.0004925658,0.000920778,0.001302118,0.001145532,0.001471555],"category_scores_gemma":[0.001254568,0.0003397331,0.0007103298,0.0004830965,0.0003385318,0.0008239485,0.0006203756,0.0006905816,0.000347264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007442682,"about_ca_system_score_gemma":0.000762429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0311618,"about_ca_topic_score_gemma":0.0176815,"domain_scores_codex":[0.9997215,0.00006743622,0.00001913494,0.00006756077,0.00008283073,0.00004155972],"domain_scores_gemma":[0.9992237,0.0003799443,0.00005077426,0.00008743253,0.0002141114,0.0000440716],"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":[0.0001539381,0.00008040388,0.003194755,0.00004345094,0.00004501512,0.00006150814,0.00004008661,0.9848229,0.003961987,0.0002096929,0.0002915922,0.00709466],"study_design_scores_gemma":[0.00001465233,0.00003942814,0.000601195,0.0000037322,0.000008056071,0.000007261325,0.00001132206,0.9975878,0.001513,0.00005409728,0.0001510379,0.000008395608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9065556,0.0002119241,0.0809309,0.000222991,0.00008416977,0.0001500697,0.001011411,0.001429875,0.009403022],"genre_scores_gemma":[0.988378,0.00005013261,0.009323994,0.00002549266,0.000006104496,0.00006721984,0.0003801721,0.00006476996,0.001704117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0311618,"threshold_uncertainty_score":0.06196082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309740866923614,"score_gpt":0.2620228730717634,"score_spread":0.2489254644025272,"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."}}