{"id":"W2789108930","doi":"","title":"Attempts to observe polarimetric signatures of riming in stratiform precipitation","year":2015,"lang":"en","type":"article","venue":"37th Conference on Radar Meteorology","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Precipitation; Meteorology; Polarimetry; Environmental science; Remote sensing; Climatology; Geology; Atmospheric sciences; Geography; Physics","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":[0.0006433008,0.0001313305,0.0002576956,0.0003002777,0.00003239003,0.00002183596,0.0002354348,0.0001077227,0.0001773005],"category_scores_gemma":[0.000231762,0.0001153778,0.00003340292,0.0004558875,0.00003848428,0.0001202522,0.00001170662,0.0001844051,0.00008940871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009657021,"about_ca_system_score_gemma":0.0001566197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009518414,"about_ca_topic_score_gemma":0.01160626,"domain_scores_codex":[0.9986624,0.0001660877,0.0002655821,0.0002581102,0.0003686555,0.0002792105],"domain_scores_gemma":[0.9992774,0.0001212199,0.0001132604,0.0001811977,0.0001525298,0.000154423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005287093,0.0001585834,0.8740836,0.00003692134,0.00005072389,0.00001704892,0.001818867,0.003392308,0.005304423,0.005895342,0.0003303619,0.1083831],"study_design_scores_gemma":[0.0004052537,0.001012532,0.9866902,0.00001831966,0.00000853936,8.293271e-7,0.0002208399,0.0006249944,0.001543833,0.009161633,0.0001770244,0.0001360637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927843,0.0001178944,0.00009791432,0.0003063034,0.0003290326,0.0002375058,0.00004808171,0.00001075678,0.0060682],"genre_scores_gemma":[0.9977576,0.000003358921,0.001846739,0.0002520045,0.00002969624,0.000001544895,0.00006315286,0.000002796417,0.00004311383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1126065,"threshold_uncertainty_score":0.9970773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09286423339726224,"score_gpt":0.2772283214421282,"score_spread":0.1843640880448659,"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."}}