{"id":"W7034598707","doi":"","title":"Tundra Snow Cover Properties from &lt;em&gt;In-Situ&lt;/em&gt; Observation and Multi-Scale Passive Microwave Remote Sensing","year":2010,"lang":"en","type":"article","venue":"Scholars Commons (Wilfrid Laurier University)","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Snow cover; Snowmelt; Precipitation; Vegetation (pathology); Gloom","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":[0.0001623249,0.0003332095,0.0001868488,0.001324464,0.0001833017,0.0004567822,0.000295125,0.0001709665,0.003913833],"category_scores_gemma":[0.0003606316,0.0001202542,0.0003285144,0.00188099,0.00007525876,0.0002337207,0.0002474319,0.0001699784,0.001647748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003894707,"about_ca_system_score_gemma":0.000249301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06048434,"about_ca_topic_score_gemma":0.1227035,"domain_scores_codex":[0.9998329,0.00001170169,0.00001695956,0.00004334516,0.00007474067,0.00002041748],"domain_scores_gemma":[0.9997167,0.00001436346,0.00008340112,0.00003876945,0.0001259028,0.00002092987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002729266,0.000131849,0.7167009,0.0005806821,0.0004479175,0.0005188457,0.0005254312,0.01093721,0.04302014,0.0005864123,0.02499202,0.2012857],"study_design_scores_gemma":[0.000006277349,0.00001285319,0.9754449,0.00002136589,0.00003353673,0.00008121786,0.00007131505,0.004688231,0.003471371,0.00004891055,0.01610933,0.0000108568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8365766,0.0008710836,0.00723509,0.00008276482,0.00004938913,0.00009213651,0.1176142,0.0009695868,0.03650914],"genre_scores_gemma":[0.884744,0.000475233,0.005738142,0.00007468921,0.00003079905,0.0000924671,0.1009092,0.0001293408,0.007806177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06048434,"threshold_uncertainty_score":0.1202646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01982407728922663,"score_gpt":0.1944176288712323,"score_spread":0.1745935515820057,"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."}}