{"id":"W4401992520","doi":"10.1175/jamc-d-24-0056.1","title":"Airborne Observations of Highly Variable and Complex Freezing Drizzle and Mixed-Phase Environments","year":2024,"lang":"en","type":"article","venue":"Journal of Applied Meteorology and Climatology","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; National Research Council Canada","funders":"Federal Aviation Administration; National Science Foundation","keywords":"Drizzle; Environmental science; Meteorology; Atmospheric sciences; Variable (mathematics); Phase (matter); Mixed phase; Geology; Physics; Precipitation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00007588754,0.0001600878,0.0001081117,0.0004025311,0.0002912459,0.0002741348,0.0001731162,0.0001599586,0.0005625582],"category_scores_gemma":[0.0001166913,0.0001048957,0.00009407491,0.0002264199,0.0001100798,0.0001553646,0.000232666,0.0002304968,0.0001086964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781614,"about_ca_system_score_gemma":0.0001233188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410192,"about_ca_topic_score_gemma":0.03026861,"domain_scores_codex":[0.9999287,0.000003809652,0.000001802761,0.00002142172,0.00002489983,0.00001934933],"domain_scores_gemma":[0.9999174,0.00001187537,0.00001498998,0.000006867039,0.00002784264,0.00002092409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005021403,0.0002964324,0.5362351,0.00007175678,0.0001034164,0.0008250586,0.0009247372,0.004413345,0.4241054,0.0001826333,0.001340095,0.03099977],"study_design_scores_gemma":[0.00002298273,0.0001411685,0.9812958,0.000008617906,0.00001848257,0.0001578088,0.0003412759,0.006720459,0.01011147,0.00003728004,0.001130725,0.00001399415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998264,0.00002652942,0.0003383688,0.000006625723,0.000002950489,0.00001272716,0.0003952144,0.00003448233,0.0009192009],"genre_scores_gemma":[0.9985055,0.00002328489,0.000832811,0.000009060251,0.000002708316,0.00000560647,0.0004647829,0.000004092731,0.0001522123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01410192,"threshold_uncertainty_score":0.02803969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03265201045938523,"score_gpt":0.2502943671839961,"score_spread":0.2176423567246109,"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."}}