{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004362857,0.0001063446,0.00009573011,0.0001350713,0.0002083323,0.0001751059,0.0007284332,0.00003599183,0.002092185],"category_scores_gemma":[0.0001541361,0.00008880237,0.00002786425,0.0007587968,0.0001271711,0.0002156718,0.00007324095,0.0002160413,0.0005350211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001382862,"about_ca_system_score_gemma":0.00006309951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002277954,"about_ca_topic_score_gemma":0.03247998,"domain_scores_codex":[0.998632,0.000005562196,0.0001845944,0.0003642366,0.0005049856,0.0003085917],"domain_scores_gemma":[0.9993842,0.0001158908,0.00006051513,0.0002024769,0.00004819942,0.0001886703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002594365,0.00002208585,0.7096665,7.733299e-7,0.00001044716,0.000003857357,0.0005434089,0.003375025,0.0001796855,0.001195549,0.01954263,0.2654341],"study_design_scores_gemma":[0.000171293,0.000009096969,0.8947726,0.000008158406,0.000003040802,0.000001218575,0.0002773549,0.002114377,0.00003537123,0.0008835285,0.1016103,0.0001136208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431261,0.00002578323,0.0005243231,0.00355322,0.005363117,0.0002750976,0.00002044708,0.00004186952,0.04706999],"genre_scores_gemma":[0.971495,0.00006046747,0.01568683,0.0005073024,0.0005226303,0.000004656778,0.00001679986,0.000003080909,0.01170323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2653205,"threshold_uncertainty_score":0.9988201,"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."}}