{"id":"W4391383657","doi":"10.32920/25119536.v1","title":"Winter Climate Variability, De-Icing Salt and Streetside Tree Vitality","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Metropolitan University","funders":"","keywords":"Icing; Environmental science; Snow; Vitality; Global warming; Climate change; Climatology; Physical geography; Meteorology; Geography; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00102803,0.0002620956,0.0002708958,0.00003877799,0.00006713891,0.0002108289,0.0002024116,0.0002380156,0.002144719],"category_scores_gemma":[0.00005813084,0.0002336635,0.00008880354,0.00005791822,0.0002642967,0.00009183471,0.004649762,0.000337358,0.0004239037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004073921,"about_ca_system_score_gemma":0.00002165072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002035288,"about_ca_topic_score_gemma":0.002596361,"domain_scores_codex":[0.9981805,0.0001376497,0.0003615836,0.0007647138,0.0002136804,0.0003418912],"domain_scores_gemma":[0.9992327,0.0000644219,0.00008517256,0.0005001306,0.000005005601,0.0001125649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003127801,0.00003968027,0.9646358,0.0004926109,0.0000544758,0.00001953954,0.0003729822,0.0002468103,0.02268493,0.000872431,0.001144401,0.009404988],"study_design_scores_gemma":[0.0002382499,0.00004575446,0.7778679,0.0002491831,0.00020455,0.0001267944,0.0001232498,0.003223424,0.01549292,0.2009452,0.0007195231,0.0007632586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961693,0.00001112727,0.0004122726,0.0003273602,0.001314117,0.0002891089,0.00005319645,0.0002182508,0.03568153],"genre_scores_gemma":[0.9954025,0.00001995431,0.004170395,0.0001026073,0.0001277517,0.0000265331,0.00001590354,0.00002872007,0.0001056469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2000728,"threshold_uncertainty_score":0.9987674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009573068001998036,"score_gpt":0.2423488268856829,"score_spread":0.2327757588836849,"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."}}