{"id":"W7161964427","doi":"10.82308/12088","title":"Polarimetric studies of precipitation systems","year":2001,"lang":"en","type":"dissertation","venue":"","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polarimetry; Radar; Polarization (electrochemistry); Precipitation; Backscatter (email); High resolution; Weather radar","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004251898,0.0001655476,0.0003951307,0.0006265136,0.00007616953,0.00003708471,0.0001545399,0.0001261751,0.001280296],"category_scores_gemma":[0.0002368308,0.00013017,0.0001222138,0.0008639132,0.00001864967,0.0001666177,0.000001460317,0.00009596973,0.000155756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006339606,"about_ca_system_score_gemma":0.00005513854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002809938,"about_ca_topic_score_gemma":0.006727772,"domain_scores_codex":[0.9985241,0.00009585175,0.000464345,0.0002156238,0.0005558788,0.0001442587],"domain_scores_gemma":[0.9987966,0.0001892895,0.0003942125,0.0001377518,0.0004355905,0.00004654511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003031309,0.0001264461,0.7817886,0.002926755,0.003817846,0.000009859538,0.005210001,0.01109924,0.0005024215,0.001020512,0.01878453,0.1744106],"study_design_scores_gemma":[0.0005331027,0.0003231457,0.9520214,0.0005543345,0.00113466,0.000002099747,0.03439147,0.004019098,0.0008129478,0.00184465,0.003536758,0.000826307],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5367916,0.07277311,0.0001693152,0.00004000451,0.003868132,0.0006040714,0.0001120746,0.0001088107,0.3855329],"genre_scores_gemma":[0.9183768,0.002137742,0.0003193327,0.00001552714,0.0001445737,0.000002325965,0.003746277,0.000005656021,0.07525177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3815852,"threshold_uncertainty_score":0.9996327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05703147584239909,"score_gpt":0.2911288523585175,"score_spread":0.2340973765161184,"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."}}