{"id":"W4232386128","doi":"10.5194/amt-2019-382","title":"Microwave and submillimeter wave scattering of oriented ice particles","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Organization for the Exploitation of Meteorological Satellites; Swedish National Space Agency; Environment and Climate Change Canada; Deutsche Forschungsgemeinschaft","keywords":"Scattering; Polarization (electrochemistry); Orientation (vector space); Physics; Microwave; Ice crystals; Azimuth; Optics; Computational physics; Forward scatter; Tilt (camera); Geometry; Mathematics; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002692097,0.0001217469,0.0002274554,0.00009867829,0.00002834165,0.00004240339,0.00008650599,0.00007180708,0.001323187],"category_scores_gemma":[0.00002204733,0.00009613331,0.00007495208,0.00008002007,0.00005832542,0.00006925918,0.00004687475,0.0001043269,0.00006548579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001783418,"about_ca_system_score_gemma":0.00002220944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008914096,"about_ca_topic_score_gemma":0.0008525645,"domain_scores_codex":[0.9991104,0.0000543079,0.0002380989,0.0002562297,0.0002000761,0.0001408713],"domain_scores_gemma":[0.9994885,0.00006653386,0.0001303693,0.0001889743,0.00006770068,0.00005794147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000184271,0.000008232364,0.9669424,0.0001456991,0.0001324419,0.000001162307,0.0002963374,0.0007835369,0.006470026,0.00001412299,0.0001611168,0.02502651],"study_design_scores_gemma":[0.0002112351,0.00002807677,0.9462626,0.00009756864,0.0001405119,0.000001411806,0.000230511,0.03474825,0.01709973,0.0007523057,0.000176756,0.0002510439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931979,0.0005736882,0.00175615,0.0001275111,0.0001760233,0.0001050855,0.0000510959,0.00001642912,0.003996118],"genre_scores_gemma":[0.9956495,0.00008895324,0.003689572,0.00008694998,0.00003001515,5.01003e-7,0.0001411489,0.000002275782,0.0003110732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03396471,"threshold_uncertainty_score":0.9995897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831120890711543,"score_gpt":0.2207678549509201,"score_spread":0.1824566460438047,"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."}}