{"id":"W3010178836","doi":"","title":"Offline regional snowpack simulations over eastern Canada using CLASS","year":2010,"lang":"en","type":"article","venue":"EGUGA","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Snowpack; Class (philosophy); Climatology; Geography; Meteorology; Environmental science; Snow; Remote sensing; Geology; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002239655,0.000779671,0.0005897707,0.0005837746,0.001335891,0.0009291339,0.001447789,0.0007820912,0.005433288],"category_scores_gemma":[0.0007986207,0.000551097,0.0007164007,0.001066997,0.000512625,0.0006409963,0.0003428295,0.000545537,0.0005425458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005747224,"about_ca_system_score_gemma":0.007059499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9390903,"about_ca_topic_score_gemma":0.9508492,"domain_scores_codex":[0.9998794,0.00001010141,0.000005096031,0.00003901333,0.00002104553,0.00004533367],"domain_scores_gemma":[0.9995399,0.0001000482,0.0000289069,0.00004372483,0.0001968759,0.00009062855],"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":[0.0004832439,0.0003157856,0.05222622,0.000096068,0.0002367966,0.0001868108,0.0002781873,0.920049,0.00255582,0.0007391206,0.006218965,0.01661406],"study_design_scores_gemma":[0.0002185665,0.00003614524,0.02632525,0.00001146914,0.00005138489,0.00001577553,0.0001865838,0.9692906,0.001225452,0.0002257867,0.002377993,0.00003512124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830598,0.00008112048,0.001679036,0.0001279794,0.00003489198,0.00002986568,0.007430841,0.001058308,0.006498217],"genre_scores_gemma":[0.9882835,0.00004590425,0.002884446,0.00003854438,0.00001217133,0.0000198888,0.006607171,0.0001397548,0.001968625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06090975,"threshold_uncertainty_score":0.1225368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03431026088294185,"score_gpt":0.2353366748651305,"score_spread":0.2010264139821887,"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."}}