{"id":"W1677251393","doi":"10.1002/2013gl057454","title":"Disentangling Mie and attenuation effects in rain using a K<sub><i>a</i></sub>‐W dual‐wavelength Doppler spectral ratio technique","year":2013,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Attenuation; Wavelength; Doppler effect; Rayleigh scattering; Optics; Doppler radar; Spectral line; Radar; Physics; Remote sensing; Computational physics; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008310134,0.0001310813,0.0001769973,0.0003031712,0.0001950735,0.0001837012,0.0001103352,0.00004698448,0.00007648308],"category_scores_gemma":[0.0002416608,0.0001146277,0.00004901452,0.0006548263,0.000151428,0.0004638669,0.00002311183,0.0003613591,0.000160517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002995376,"about_ca_system_score_gemma":0.00003636872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001417878,"about_ca_topic_score_gemma":0.0005201166,"domain_scores_codex":[0.9977551,0.0004632964,0.0001953944,0.0003450515,0.0007177552,0.000523426],"domain_scores_gemma":[0.9990433,0.0005435703,0.0000418205,0.0001402005,0.00007200102,0.0001591513],"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":[0.00002246457,0.00003041893,0.07638264,0.00004775159,0.00002273843,0.00002633276,0.0002720807,0.0004396484,0.9034831,0.00004310499,0.0005920628,0.01863764],"study_design_scores_gemma":[0.0006431449,0.0001231842,0.7706951,0.00012005,0.00002384309,0.000004140612,0.0001577769,0.1658915,0.05828187,0.003715966,0.00001669297,0.000326619],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961022,0.000042149,0.001043778,0.002046575,0.00003898713,0.0006011499,0.000004830887,0.0000224885,0.0000978654],"genre_scores_gemma":[0.9984301,0.00001718464,0.0009265782,0.0003374848,0.0002008799,0.00002609231,0.00004729014,0.000005667219,0.000008726951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8452013,"threshold_uncertainty_score":0.467438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03300929471892686,"score_gpt":0.2753014721440528,"score_spread":0.242292177425126,"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."}}