{"id":"W2129905406","doi":"","title":"CAN FIELD OBSERVATIONS BE COMBINED SYSTEMATICALLY WITH THE REGIONAL DANGER RATING TO ESTIMATE THE LOCAL AVALANCHE DANGER","year":2008,"lang":"en","type":"article","venue":"","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Snowpack; Snow; Environmental science; Rating scale; Scale (ratio); Physical geography; Geography; Local field potential; Meteorology; Cartography; Psychology; Statistics; Mathematics","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":[0.002635054,0.0004561776,0.0004349783,0.001665613,0.0002488894,0.001013635,0.0003771348,0.000368693,0.001168706],"category_scores_gemma":[0.01411919,0.0001737032,0.0002937019,0.001499017,0.0002825546,0.001028912,0.0005138713,0.0003376664,0.0007105061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004703272,"about_ca_system_score_gemma":0.0007720609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05884467,"about_ca_topic_score_gemma":0.1697279,"domain_scores_codex":[0.9988368,0.0003534695,0.0000826676,0.0001915605,0.000417369,0.000118189],"domain_scores_gemma":[0.9888694,0.002916815,0.002664324,0.0008718048,0.0041397,0.0005378484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001045303,0.00004563074,0.9764062,0.00003582985,0.00008725045,0.00002151295,0.0001416177,0.0007373905,0.001053953,0.00002132283,0.0004858254,0.02085901],"study_design_scores_gemma":[0.00000632136,0.0001052672,0.9934124,0.00002218705,0.00004523585,0.00003208825,0.0004105659,0.004954347,0.0005022859,0.00007275192,0.0004206707,0.00001586205],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98883,0.0002464085,0.005365317,0.00008687274,0.00002935154,0.000081133,0.0006641045,0.0001481317,0.00454861],"genre_scores_gemma":[0.9955038,0.0001048439,0.003527856,0.0000228217,0.00001116017,0.00002806148,0.0004037686,0.000008810893,0.0003889185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05884467,"threshold_uncertainty_score":0.1170043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0222701789837354,"score_gpt":0.2414621684787563,"score_spread":0.2191919894950209,"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."}}