{"id":"W2033416380","doi":"10.1016/j.coldregions.2007.02.010","title":"Explanation and limitations of study plot stability indices for forecasting dry snow slab avalanches in surrounding terrain","year":2007,"lang":"en","type":"article","venue":"Cold Regions Science and Technology","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Snowpack; Snow; Geology; Slab; Terrain; Stability (learning theory); Snow cover; Overburden; Geotechnical engineering; Environmental science; Hydrology (agriculture); Geomorphology; Geophysics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001588821,0.00006363699,0.0001095111,0.0003205341,0.0002835346,0.00001861457,0.0001480852,0.00007983554,0.000002170578],"category_scores_gemma":[0.0008253195,0.00005083788,0.000008579328,0.001144048,0.001118732,0.0002274771,0.0001287779,0.0000905019,3.571056e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007829288,"about_ca_system_score_gemma":0.00002747203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008982955,"about_ca_topic_score_gemma":0.003056163,"domain_scores_codex":[0.9991457,0.00001136134,0.0001937443,0.0002685898,0.0001571028,0.0002234402],"domain_scores_gemma":[0.9993989,0.0003206223,0.00008945773,0.0001236503,0.00003027948,0.00003713073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000127454,0.0001379924,0.9350621,0.000009137617,0.000003989305,0.000003278395,0.00358088,0.0000119534,0.01910285,0.003074334,0.00001346556,0.03898735],"study_design_scores_gemma":[0.002805046,0.001893932,0.8287047,0.0001574576,0.00005846894,0.00004098088,0.09158312,0.01255708,0.04044027,0.01882422,0.00239088,0.0005439011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975706,0.00005354101,0.0007939407,0.0004805472,0.00004154789,0.0004260607,0.000001531537,0.00002495393,0.0006072155],"genre_scores_gemma":[0.9987433,0.00004200557,0.00115367,0.00001056735,0.000004089411,0.0000248552,5.994011e-7,0.000003125713,0.00001781348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1063574,"threshold_uncertainty_score":0.4122015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05793953415861408,"score_gpt":0.2674457508459906,"score_spread":0.2095062166873766,"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."}}