{"id":"W3014654364","doi":"10.34753/hs.2019.1.1.005","title":"ON RATIONALIZATION OF THE SNOW CHARACTERISTIC MEASUREMENTS FOR THE ASSESSMENT OF SNOWPACK STABILITY ON A SLOPE","year":2019,"lang":"ru","type":"article","venue":"Гидросфера. Опасные процессы и явления.","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snowpack; Snow; Rationalization (economics); Stability (learning theory); Environmental science; Geology; Physical geography; Hydrology (agriculture); Meteorology; Geotechnical engineering; Geography; Geomorphology; Computer science; Philosophy; Epistemology","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":[0.001296353,0.001056042,0.0006043894,0.002230033,0.0005396882,0.001608135,0.0007845904,0.0008544002,0.001533754],"category_scores_gemma":[0.003238267,0.0004092531,0.0008872274,0.001260826,0.0006381436,0.0009421656,0.0008791374,0.0006069095,0.0008774553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005451447,"about_ca_system_score_gemma":0.001443583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006698283,"about_ca_topic_score_gemma":0.008538298,"domain_scores_codex":[0.9988284,0.0003699282,0.00008816342,0.0002069156,0.0004281013,0.00007866457],"domain_scores_gemma":[0.9992996,0.0002054459,0.00008215013,0.00008004442,0.0002983374,0.00003438626],"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":[0.0007397303,0.0002434613,0.06093866,0.001381614,0.0001945488,0.001009079,0.001457886,0.1292591,0.38703,0.01824219,0.001895889,0.3976079],"study_design_scores_gemma":[0.00007244047,0.0009274281,0.09783681,0.0004787941,0.00034345,0.0008920205,0.001753551,0.7295756,0.1379021,0.01662128,0.01331909,0.0002774745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1789596,0.00104705,0.8076051,0.000214987,0.00009393942,0.0004955377,0.0005092308,0.0008058734,0.01026868],"genre_scores_gemma":[0.7971237,0.0007368572,0.1994979,0.00003382051,0.00003868263,0.0002677101,0.0004434656,0.00008403268,0.0017738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006698283,"threshold_uncertainty_score":0.0133186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07656693880122807,"score_gpt":0.2781852065269332,"score_spread":0.2016182677257052,"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."}}