{"id":"W3131569794","doi":"10.1029/2020ef001824","title":"Seasonality, Intensity, and Duration of Rainfall Extremes Change in a Warmer Climate","year":2021,"lang":"en","type":"article","venue":"Earth s Future","topic":"Climate variability and models","field":"Environmental Science","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Precipitation; Climatology; Environmental science; Storm; Climate change; Flooding (psychology); Climate extremes; Atmospheric sciences; Meteorology; Geography; Ecology; Geology","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":[0.0002489843,0.00007611605,0.0001078815,0.0002437559,0.0001245202,0.0003878,0.0001019842,0.0001572393,0.001274706],"category_scores_gemma":[0.0006419839,0.00006825447,0.0001730752,0.0003001879,0.0001189548,0.0002135454,0.0002106277,0.000201204,0.00009698732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001599023,"about_ca_system_score_gemma":0.00009575809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00579082,"about_ca_topic_score_gemma":0.007048204,"domain_scores_codex":[0.9999467,0.00001166258,0.000003695093,0.00001687143,0.000008201753,0.00001277118],"domain_scores_gemma":[0.9998025,0.00006936586,0.00006275678,0.00002008198,0.00002089549,0.00002438073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001833885,0.00007542001,0.9191173,0.00002489717,0.0001337695,0.0001328432,0.0001214395,0.06421886,0.008569813,0.0006386454,0.0006935911,0.006090061],"study_design_scores_gemma":[0.000007984115,0.00003003823,0.9722064,0.000002756296,0.00001058123,0.00004252053,0.00005585163,0.02635063,0.0006123993,0.0002806467,0.0003937101,0.000006539087],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986975,0.00001647158,0.0003067372,0.00001749781,0.000001623244,0.00000177577,0.0003920373,0.0000119324,0.0005544621],"genre_scores_gemma":[0.9993761,0.00001117711,0.0001350125,0.000004527959,0.000002135885,0.000002219021,0.0003829867,0.000002364468,0.00008346866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00579082,"threshold_uncertainty_score":0.01151425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02547786672643383,"score_gpt":0.248363105299463,"score_spread":0.2228852385730292,"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."}}