{"id":"W2111383251","doi":"","title":"VERIFICATION OF STATISTICAL AVALANCHE FORECASTING BASED ON NUMERICAL WEATHER PREDICTION INPUTS","year":2008,"lang":"en","type":"article","venue":"Proceedings Whistler 2008 International Snow Science Workshop September 21-27, 2008","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"National weather service; Meteorology; Computer science; Environmental science; Model output statistics; Christian ministry; Weather forecasting; Geography","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":[0.003760666,0.0005706496,0.0004584202,0.0005696014,0.0005359532,0.00088338,0.0009048958,0.0004061292,0.002403282],"category_scores_gemma":[0.01970694,0.0003603571,0.0003288158,0.0005918609,0.0004814262,0.001124238,0.0004406046,0.0005436673,0.0005862933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241771,"about_ca_system_score_gemma":0.002463988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0489628,"about_ca_topic_score_gemma":0.01946004,"domain_scores_codex":[0.9985495,0.0003663723,0.0001441769,0.00025667,0.0005579578,0.0001253975],"domain_scores_gemma":[0.98632,0.00734735,0.000773097,0.001609937,0.003704955,0.0002448059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005242777,0.0001650272,0.0614103,0.00006214513,0.00005912255,0.00007188865,0.00005015451,0.9097422,0.004871219,0.001278853,0.0008940159,0.02087083],"study_design_scores_gemma":[0.00003137175,0.00005136772,0.007839832,0.00000709713,0.000005811365,0.000009943662,0.00001430776,0.9883936,0.003139369,0.0002623142,0.0002361192,0.000008855216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929025,0.00008778031,0.05780626,0.0003245072,0.0001429603,0.0001055683,0.002272586,0.003564422,0.006670985],"genre_scores_gemma":[0.9924946,0.00002190767,0.00610511,0.00001319687,0.000007389388,0.00002276322,0.001031708,0.0000299791,0.0002734061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0489628,"threshold_uncertainty_score":0.0973556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02075984576962638,"score_gpt":0.2469546482239183,"score_spread":0.2261948024542919,"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."}}