{"id":"W4366823719","doi":"10.1080/15230430.2023.2194492","title":"Meteorological conditions and snow-avalanche occurrence over three snow seasons (2017–2020) in Tasiapik Valley, Umiujaq, Nunavik","year":2023,"lang":"en","type":"article","venue":"Arctic Antarctic and Alpine Research","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"Natural Sciences and Engineering Research Council of Canada; Institut Polaire Français Paul Emile Victor; Agence Nationale de la Recherche","keywords":"Snow; Physical geography; Environmental science; Snow cover; Climatology; Geography; Geology; Hydrology (agriculture); Meteorology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001893623,0.0002177304,0.0001822371,0.0004500064,0.0005717275,0.000493768,0.0003107536,0.0001324033,0.0008002746],"category_scores_gemma":[0.000296412,0.0001122858,0.0002540915,0.0007450847,0.0003259951,0.000214659,0.0003129955,0.0002150105,0.00008252502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072025,"about_ca_system_score_gemma":0.001924627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6277358,"about_ca_topic_score_gemma":0.8197389,"domain_scores_codex":[0.9998943,0.000008110631,0.000009422666,0.00003057938,0.00001978523,0.00003788725],"domain_scores_gemma":[0.9997554,0.00001940404,0.00005724513,0.00001065806,0.0000886821,0.00006856542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004605261,0.0000146419,0.9946133,0.00002652217,0.0000374147,0.0001765456,0.0007369774,0.0003882734,0.001091983,0.00004480265,0.0002252268,0.002598046],"study_design_scores_gemma":[0.000001592542,0.0000096024,0.9980325,0.000006278632,0.00001131573,0.00003875226,0.001176149,0.0003995748,0.00006259778,0.000008172792,0.0002502264,0.000003214154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987981,0.00009053151,0.00006065086,0.00001534267,0.000003453991,0.000005281706,0.0006941354,0.000003986198,0.0003284751],"genre_scores_gemma":[0.9988561,0.00006342379,0.00009994562,0.000007322041,0.000002017294,0.000006284748,0.0007671593,0.000001442442,0.0001963121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3722642,"threshold_uncertainty_score":0.748913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08063299761470279,"score_gpt":0.336922870377642,"score_spread":0.2562898727629392,"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."}}