{"id":"W2096303850","doi":"10.3189/172756507782202801","title":"Expanding the snow-climate classification with avalanche-relevant information: initial description of avalanche winter regimes for southwestern Canada","year":2007,"lang":"en","type":"article","venue":"Journal of Glaciology","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Snowpack; Snow; Climatology; Climate change; Environmental science; Geology; Physical geography; Meteorology; Geography; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006387262,0.00007363706,0.000172404,0.00003411287,0.000141148,0.00001682897,0.0001200026,0.00004141401,0.00006454923],"category_scores_gemma":[0.0001051446,0.00004077053,0.0000454089,0.00008581088,0.00008386082,0.0002456866,0.000005789789,0.000110219,0.000001965594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001818421,"about_ca_system_score_gemma":0.0001382681,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006225217,"about_ca_topic_score_gemma":0.1523873,"domain_scores_codex":[0.9991246,0.00003290988,0.0004633551,0.00005119154,0.0001485672,0.0001793256],"domain_scores_gemma":[0.9986541,0.0004253278,0.0005714065,0.0000777731,0.0002325292,0.00003890348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006984636,0.000008868275,0.9834816,0.00003224574,0.00008392658,0.000003978244,0.002343837,0.0005518242,0.00008291862,0.0001394264,0.003196904,0.009376029],"study_design_scores_gemma":[0.0005189272,0.0003415314,0.9776829,0.00003758006,0.00003987853,0.00006689192,0.009413484,0.0003714411,0.00006843861,0.00009898925,0.01129714,0.000062793],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828517,0.0001999415,0.01438124,0.00113927,0.0006947443,0.0001247468,0.00003749362,0.00000351499,0.0005673424],"genre_scores_gemma":[0.9983118,0.00007620532,0.00098126,0.0002980877,0.0002776925,7.584185e-7,0.00003049876,0.000001685718,0.00002199069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461621,"threshold_uncertainty_score":0.9410708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03356176398989061,"score_gpt":0.2480035522283617,"score_spread":0.2144417882384711,"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."}}