{"id":"W805622981","doi":"10.1007/s10584-015-1460-9","title":"Ice storm frequencies in a warmer climate","year":2015,"lang":"en","type":"article","venue":"Climatic Change","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University; University of Wyoming; National Science Foundation","keywords":"Storm; Climate change; Environmental science; Climatology; Precipitation; Winter storm; Physical geography; Atmospheric sciences; Geography; Geology; Meteorology; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002010283,0.0001125687,0.0002352372,0.0005326087,0.0005013365,0.0006844746,0.0001456516,0.0003906487,0.004082077],"category_scores_gemma":[0.0005922895,0.00008553202,0.0002298624,0.0006292678,0.0002811996,0.0004642529,0.0003382658,0.0003723273,0.0003284383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003910677,"about_ca_system_score_gemma":0.0002113416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01786194,"about_ca_topic_score_gemma":0.02349305,"domain_scores_codex":[0.9999112,0.00001154883,0.000006686399,0.00002244039,0.000008461781,0.00003966114],"domain_scores_gemma":[0.9996465,0.00007901174,0.000104118,0.0000259538,0.00006186568,0.00008248597],"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":[0.001190011,0.0002072638,0.9555176,0.00009300117,0.00015489,0.000565552,0.0009164743,0.009085509,0.01834989,0.000993988,0.002546765,0.01037898],"study_design_scores_gemma":[0.000008077971,0.00002965711,0.9973629,0.000003486849,0.00001418767,0.00004755259,0.000343748,0.00101345,0.0003605232,0.0000782556,0.0007324858,0.000005562189],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976775,0.00006100971,0.0001446673,0.0001040431,0.00002718959,0.000002347185,0.0006821292,0.000009666477,0.001291422],"genre_scores_gemma":[0.9988299,0.00005404019,0.0000908486,0.00004881714,0.00004480508,0.000003952335,0.0005323245,0.000007015086,0.0003882395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01786194,"threshold_uncertainty_score":0.0355159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072347520108162,"score_gpt":0.2657216150465425,"score_spread":0.1584868630357263,"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."}}