{"id":"W2097553621","doi":"10.1002/2015ea000102","title":"Radar signatures of snowflake riming: A modeling study","year":2015,"lang":"en","type":"article","venue":"Earth and Space Science","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Snowflake; Radar; Homogeneous; Precipitation; Meteorology; Physics; Computer science; Statistical physics; Telecommunications; Snow","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002854096,0.0004908281,0.000388464,0.0002576092,0.0002440528,0.0004203742,0.0007060875,0.0007161468,0.0005482448],"category_scores_gemma":[0.0005366225,0.0002183445,0.000578509,0.0002825581,0.0002998512,0.0004617253,0.0002495857,0.0003181952,0.0001024039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152721,"about_ca_system_score_gemma":0.0003425851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143815,"about_ca_topic_score_gemma":0.007683411,"domain_scores_codex":[0.9999163,0.00002323444,0.000004285051,0.00002072792,0.00001474148,0.00002066754],"domain_scores_gemma":[0.9996628,0.000171905,0.00005948277,0.00003751467,0.00004132427,0.00002699252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007648844,0.00007312581,0.006930958,0.00001662318,0.00002123819,0.0001471467,0.00003583433,0.9836919,0.006602648,0.0005157483,0.0000844103,0.001803806],"study_design_scores_gemma":[0.000007699502,0.00001720433,0.001141971,7.425779e-7,0.000003701121,0.000008714451,0.000006011896,0.9981993,0.0005189094,0.00006211404,0.00003067171,0.000002835905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911254,0.00005671533,0.007294042,0.00005788067,0.000004874829,0.00002173404,0.0001201579,0.00008184667,0.001237234],"genre_scores_gemma":[0.9977309,0.00004113822,0.001792493,0.000008246757,0.000003921921,0.00001069533,0.00007837127,0.000007847191,0.0003263699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143815,"threshold_uncertainty_score":0.02859557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016975777682011,"score_gpt":0.2392146966099608,"score_spread":0.2190449388331406,"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."}}