{"id":"W2770632449","doi":"10.1002/ieam.2012","title":"Shifts in air temperature and high-magnitude winter precipitation events in coastal North America: Implications for Environmental Assessment and Management","year":2017,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Mental Health & Substance Use Services","funders":"","keywords":"Snowmelt; Precipitation; Environmental science; Magnitude (astronomy); Snow; Climate change; Preparedness; Meltwater; Climatology; Hydrology (agriculture); Physical geography; Geography; Oceanography; Meteorology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001677481,0.0003093454,0.0003601069,0.001200996,0.00262502,0.003465582,0.001478596,0.001379688,0.002272602],"category_scores_gemma":[0.007459531,0.0001349511,0.0003177456,0.002646416,0.002163271,0.001115824,0.00112829,0.001826877,0.0002053011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01316771,"about_ca_system_score_gemma":0.02031372,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8127939,"about_ca_topic_score_gemma":0.9102806,"domain_scores_codex":[0.9989156,0.0003310919,0.0001189275,0.0001375847,0.0003762088,0.0001206455],"domain_scores_gemma":[0.9940315,0.001511415,0.0007639174,0.0001585089,0.00309394,0.0004406999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001717115,0.0001252358,0.2020868,0.002152939,0.0002556726,0.001219694,0.01276017,0.01105857,0.001735163,0.01947231,0.4777128,0.271249],"study_design_scores_gemma":[0.00001266714,0.00004964149,0.4660712,0.004483283,0.0001099273,0.0001771739,0.02954326,0.003658875,0.0005133653,0.01552407,0.4796886,0.0001678893],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1545133,0.1153214,0.004438574,0.6396365,0.01452544,0.0001070385,0.005462089,0.0002357108,0.06575999],"genre_scores_gemma":[0.8014796,0.1276913,0.005084471,0.03843557,0.009407964,0.0001787809,0.001811968,0.0001033387,0.01580695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1872061,"threshold_uncertainty_score":0.3766173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085463509037475,"score_gpt":0.2457937764155744,"score_spread":0.2349391413251997,"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."}}