{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003653984,0.00007256201,0.0000773326,0.000009449684,0.0002346211,0.00002370309,0.00008577224,0.00003015421,0.004473355],"category_scores_gemma":[0.00004576261,0.00006230905,0.00002429057,0.0001433021,0.0000375374,0.0000805529,0.000008648641,0.0001106139,0.00002292687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007630596,"about_ca_system_score_gemma":0.0002812054,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6775554,"about_ca_topic_score_gemma":0.9815868,"domain_scores_codex":[0.9994046,0.000008430465,0.0001173673,0.0001238186,0.0001803047,0.0001654415],"domain_scores_gemma":[0.9995888,0.0001006392,0.00004103488,0.0001301182,0.00004209999,0.0000972484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003062764,0.000003697797,0.9624868,0.000001838843,0.00001018687,0.00000285289,0.00003997358,0.02355331,0.00005809195,0.00007143649,0.01281907,0.0009496598],"study_design_scores_gemma":[0.00008864301,0.000005411949,0.6301976,0.000002133792,0.000005874546,0.000002085073,0.00004554042,0.1058552,0.000002940411,0.00006495923,0.263658,0.00007151252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962857,0.00007735132,0.00006673289,0.001071643,0.0008459925,0.00005688697,0.0001065318,0.00001405054,0.001475105],"genre_scores_gemma":[0.9963049,0.000003185353,0.001025692,0.001215565,0.0003742104,1.727704e-7,0.00008120433,0.000002491595,0.0009925737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3322892,"threshold_uncertainty_score":0.9964367,"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."}}