{"id":"W2770613993","doi":"","title":"Polarimetric Measurements of Ice Pellets and Aggregated Snow","year":2017,"lang":"en","type":"article","venue":"SHAREOK (University of Oklahoma)","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"NOAA Research; University of Oklahoma; U.S. Department of Commerce; U.S. Department of Energy; National Oceanic and Atmospheric Administration; National Science Foundation","keywords":"Disdrometer; Graupel; Polarimetry; Radar; Snow; Precipitation; Remote sensing; Meteorology; Environmental science; Rain and snow mixed; Geology; Computer science; Geography; Rain gauge; Physics; Scattering","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":[0.00009585338,0.0001422288,0.0001123327,0.0009528375,0.000173923,0.0003594982,0.00009870406,0.0001013735,0.0007378128],"category_scores_gemma":[0.0001467851,0.00008821867,0.00006422515,0.00102555,0.0001153873,0.000238085,0.0002156529,0.0001633265,0.0002280996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000163004,"about_ca_system_score_gemma":0.00009447172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003280612,"about_ca_topic_score_gemma":0.007408307,"domain_scores_codex":[0.9999112,0.00000891834,0.000005044003,0.00002923408,0.00003055046,0.00001509504],"domain_scores_gemma":[0.9999008,0.00001615234,0.00002651692,0.000009955498,0.00003817053,0.000008482385],"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":[0.0006706347,0.0001014557,0.3021575,0.0002561296,0.0001120907,0.0003738198,0.000802606,0.01186362,0.5448524,0.0009949229,0.002520975,0.1352938],"study_design_scores_gemma":[0.000024969,0.0001471143,0.9031407,0.00002676301,0.00006053235,0.0003312706,0.0009115656,0.02541874,0.063525,0.0003685036,0.006013379,0.00003148105],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805728,0.0002843926,0.008346587,0.00003309901,0.00002980509,0.00002820044,0.002876767,0.0001238102,0.007704505],"genre_scores_gemma":[0.9918147,0.0002764557,0.005122185,0.00002169273,0.00002492612,0.00001443722,0.001699743,0.00001591365,0.001009965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003280612,"threshold_uncertainty_score":0.006523013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.059867374482825,"score_gpt":0.2134825157701412,"score_spread":0.1536151412873162,"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."}}