{"id":"W2295100033","doi":"10.11575/prism/27597","title":"Relating field observations and snowpack tests to snow avalanche danger","year":2014,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Parks Canada","keywords":"Snowpack; Snow; Meteorology; Electron avalanche; Geography; Physics","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0008717938,0.0002123088,0.0001731627,0.001052385,0.0003330717,0.0004781769,0.0001797042,0.0001862268,0.0007680503],"category_scores_gemma":[0.005349641,0.0001260519,0.0001473476,0.0009656937,0.0002672987,0.0003673722,0.0003198409,0.0002827575,0.0001175613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006587185,"about_ca_system_score_gemma":0.0005294371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07359391,"about_ca_topic_score_gemma":0.177031,"domain_scores_codex":[0.9994739,0.00008976029,0.00003720072,0.0000779923,0.0002467508,0.00007443746],"domain_scores_gemma":[0.995376,0.001739597,0.001322468,0.0001497222,0.001162517,0.0002497475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001025725,0.00006691741,0.991111,0.00001437811,0.00003114383,0.00003178296,0.0003492513,0.0007632626,0.001131217,0.00001701399,0.00007604562,0.00630539],"study_design_scores_gemma":[0.000001234227,0.00006339632,0.9986016,0.000002956169,0.000004553826,0.00001209028,0.0003925799,0.0006324062,0.0001790933,0.00001706396,0.00009051499,0.000002499292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985843,0.0000331808,0.0004062248,0.000005857005,0.000002247843,0.00002244637,0.0002442327,0.000006015183,0.0006955671],"genre_scores_gemma":[0.9988137,0.00004131178,0.000364876,0.000004958011,0.000002378542,0.00001321573,0.0004173842,0.000001789476,0.0003403064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07359391,"threshold_uncertainty_score":0.1463311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009326419277996194,"score_gpt":0.2008015156574623,"score_spread":0.1914750963794661,"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."}}