{"id":"W2467838783","doi":"","title":"Visitor Risk Management Applied to Avalanches in New Zealand","year":2010,"lang":"en","type":"article","venue":"2010 International Snow Science Workshop","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visitor pattern; Recreation; Risk management; Geography; Terrain; Hazard; Environmental resource management; Environmental planning; Business; Cartography; Political science; Computer science; Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002621491,0.0005264821,0.0004033522,0.002020546,0.001942321,0.004948216,0.001395017,0.0007232333,0.004468344],"category_scores_gemma":[0.007730884,0.0004624228,0.0007317617,0.001895046,0.001632889,0.001437228,0.002695675,0.001175409,0.0004057066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009387955,"about_ca_system_score_gemma":0.009959774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4972714,"about_ca_topic_score_gemma":0.4439209,"domain_scores_codex":[0.9977106,0.0004542966,0.000220048,0.0002261247,0.001097953,0.0002910057],"domain_scores_gemma":[0.9978968,0.000408232,0.0005300579,0.0001115217,0.000783292,0.0002700052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003422211,0.0004793428,0.3063974,0.001407493,0.0002755798,0.004189296,0.05408951,0.03553158,0.009425434,0.02693115,0.0221021,0.5388289],"study_design_scores_gemma":[0.0000675814,0.001040945,0.6167646,0.001753927,0.0003002156,0.003767131,0.06855508,0.05564518,0.00296181,0.01257547,0.2361942,0.0003738132],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7053846,0.00589954,0.06597952,0.01459543,0.0003774026,0.002454293,0.0008759117,0.0007232466,0.2037101],"genre_scores_gemma":[0.9403299,0.005604883,0.02863911,0.0002797284,0.00006513001,0.0002555723,0.0002898749,0.00008132918,0.0244544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4972714,"threshold_uncertainty_score":0.9887539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129317472101876,"score_gpt":0.2393836816464661,"score_spread":0.2280905069254473,"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."}}