{"id":"W3164404333","doi":"10.5194/tc-2021-124","title":"Cosmic-ray neutron method for the continuous measurement of Arctic snow accumulation and melt","year":2021,"lang":"en","type":"article","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"Canada Research Chairs; Wilfrid Laurier University; Polar Knowledge Canada","keywords":"Arctic; Snow; Environmental science; Climatology; Climate change; Physical geography; Atmospheric sciences; Meteorology; Geology; Geography; Oceanography","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":[0.0004245364,0.0005749547,0.0003355347,0.0007311584,0.0005350551,0.0004332406,0.0003725624,0.0003376762,0.001470778],"category_scores_gemma":[0.0006132498,0.000205399,0.0002502851,0.0008238617,0.0002247933,0.000217102,0.0003526029,0.0002552925,0.0006038058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00158531,"about_ca_system_score_gemma":0.001295585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09000022,"about_ca_topic_score_gemma":0.2769603,"domain_scores_codex":[0.999325,0.0000637253,0.00002809043,0.0001450071,0.0004048443,0.00003338857],"domain_scores_gemma":[0.9995371,0.00003702475,0.00007196621,0.00004493517,0.0002861334,0.00002291025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007188791,0.0001439368,0.2297229,0.0004829752,0.000198403,0.0002354434,0.0006114278,0.008573866,0.6510308,0.0009442889,0.004738315,0.1025987],"study_design_scores_gemma":[0.00009692844,0.0004103886,0.4289038,0.0001456069,0.0002657645,0.000748915,0.000483371,0.08022997,0.4441468,0.0004013107,0.04401636,0.0001507216],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8275419,0.002400222,0.1389179,0.0002105116,0.000316011,0.0003757762,0.005148144,0.001909617,0.02317993],"genre_scores_gemma":[0.9133319,0.0008755939,0.07604461,0.000182014,0.00003634639,0.0001739783,0.002078075,0.000180672,0.007096891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09000022,"threshold_uncertainty_score":0.1789527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07768070009200342,"score_gpt":0.2877091661650823,"score_spread":0.2100284660730789,"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."}}