{"id":"W4399502244","doi":"10.5194/nhess-2024-89","title":"The Avalanche Terrain Exposure Scale (ATES) v.2","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Parks Canada","funders":"","keywords":"Terrain; Recreation; Hazard; Scale (ratio); Zoning; Waterfall; Computer science; Environmental science; Meteorology; Transport engineering; Geography; Cartography; Engineering; Civil engineering; Ecology","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":[0.001876853,0.0007070138,0.0004362655,0.004401197,0.0005004725,0.002391455,0.001055487,0.0005580817,0.02327885],"category_scores_gemma":[0.007515545,0.0003271545,0.0007969547,0.004018022,0.0005858765,0.001932456,0.001401948,0.001113681,0.009715855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002102633,"about_ca_system_score_gemma":0.002167502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04429644,"about_ca_topic_score_gemma":0.02933886,"domain_scores_codex":[0.9970633,0.0003485004,0.0003648368,0.0002333404,0.001801172,0.0001888823],"domain_scores_gemma":[0.9950749,0.0005316878,0.0004773349,0.0004318423,0.003150936,0.0003332735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004903341,0.0002141517,0.1282413,0.000585405,0.00011643,0.0001699461,0.001131599,0.006745912,0.004051247,0.03521083,0.4377369,0.3853059],"study_design_scores_gemma":[0.0000767981,0.0002428282,0.2367522,0.0004015437,0.00006072941,0.0004150211,0.001186674,0.01062843,0.003050669,0.01302138,0.7339975,0.0001662573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1286264,0.00133453,0.1244067,0.001664865,0.001274085,0.002864178,0.2445805,0.0176366,0.4776122],"genre_scores_gemma":[0.4671542,0.0012079,0.1514687,0.0005100234,0.0002227369,0.002251527,0.2706962,0.002316944,0.1041719],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04429644,"threshold_uncertainty_score":0.08807725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01771772373530902,"score_gpt":0.2232493672171817,"score_spread":0.2055316434818727,"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."}}