{"id":"W2936133717","doi":"10.5194/nhess-2019-57","title":"Exploring the relationship between avalanche hazard and large-scale terrain choices at a helicopter skiing operation – Insight from run list ratings","year":2019,"lang":"en","type":"article","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","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs; Simon Fraser University","keywords":"Terrain; Hazard; Computer science; Scale (ratio); Environmental science; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002198336,0.0002152825,0.0002288287,0.0008712266,0.0003246657,0.001029315,0.0003327524,0.0003053804,0.003299553],"category_scores_gemma":[0.0125468,0.000149735,0.0004135169,0.0007894288,0.000449205,0.0007011373,0.0007325376,0.0006096823,0.0003761926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004231298,"about_ca_system_score_gemma":0.0003809507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0123134,"about_ca_topic_score_gemma":0.03330981,"domain_scores_codex":[0.9985826,0.0007247386,0.00009051715,0.0002290334,0.0002583992,0.0001147751],"domain_scores_gemma":[0.980593,0.01122622,0.004997822,0.0007025168,0.001477005,0.001003401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009346827,0.00006148358,0.9950112,0.00001331166,0.00005110168,0.00003658703,0.0004199623,0.0008652394,0.0003719069,0.00005566536,0.00009506076,0.002925045],"study_design_scores_gemma":[0.000001325108,0.0001147788,0.9959197,0.000007790734,0.00001054051,0.00001920272,0.0009745419,0.002626741,0.00007375862,0.00007706077,0.0001663962,0.000008016656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987475,0.00001973545,0.0005494283,0.00002150248,0.000001645514,0.000008686668,0.0001988881,0.000004515834,0.0004481348],"genre_scores_gemma":[0.9988897,0.00001475311,0.0005274451,0.000005129742,0.000001754661,0.000009289118,0.0003118853,0.0000032253,0.0002367518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0123134,"threshold_uncertainty_score":0.02448344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0745594739867061,"score_gpt":0.2385083545099471,"score_spread":0.163948880523241,"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."}}