{"id":"W2519041344","doi":"10.5194/tc-10-2069-2016","title":"Brief communication: Improved measurement of ice layer density in seasonal snowpacks","year":2016,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Natural Environment Research Council; Sight Research UK; Northumbria University","keywords":"Snow; Sea ice; Arctic; Atmospheric sciences; Arctic ice pack; Cryosphere; Geology; Climatology; Environmental science; Geomorphology; Oceanography","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":[0.0007764235,0.0002510527,0.0002118856,0.0007072284,0.0003067758,0.0003871715,0.0003432609,0.0002511727,0.002952008],"category_scores_gemma":[0.001051632,0.0001547097,0.0001029151,0.0004505077,0.0002873906,0.0003199159,0.0002368217,0.0004029446,0.0008010219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004793283,"about_ca_system_score_gemma":0.0004757457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02073591,"about_ca_topic_score_gemma":0.05178082,"domain_scores_codex":[0.9997718,0.00003898671,0.00001228322,0.00005039523,0.000100711,0.00002581641],"domain_scores_gemma":[0.9991848,0.0001731822,0.00007882415,0.0000708457,0.0004074556,0.00008487283],"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":[0.001012903,0.0001256838,0.09230115,0.0007428015,0.0001708175,0.0002231243,0.0003776411,0.0009694137,0.6550696,0.0003039306,0.01300721,0.2356959],"study_design_scores_gemma":[0.00006635769,0.0005516157,0.7020048,0.00006655162,0.0001521108,0.001076279,0.000199741,0.004119966,0.248935,0.0002850863,0.04247041,0.00007197648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733301,0.01230528,0.09085756,0.0009857886,0.00214975,0.0002996571,0.008063083,0.001165878,0.01084287],"genre_scores_gemma":[0.9177061,0.005421368,0.05371626,0.0004844697,0.001069335,0.0001106388,0.002744742,0.000173287,0.01857373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02073591,"threshold_uncertainty_score":0.04123044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956620349613576,"score_gpt":0.2198327155295562,"score_spread":0.1902665120334204,"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."}}