{"id":"W1982711784","doi":"10.1175/jtech-d-13-00085.1","title":"Polarization Diversity for Millimeter Spaceborne Doppler Radars: An Answer for Observing Deep Convection?","year":2013,"lang":"en","type":"article","venue":"Journal of Atmospheric and Oceanic Technology","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Japan Aerospace Exploration Agency","keywords":"Remote sensing; Doppler effect; Radar; Doppler radar; Environmental science; Pulse-Doppler radar; Meteorology; Geology; Computer science; Physics; Radar imaging; Telecommunications","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":[0.0002736684,0.00008768179,0.0001905373,0.00002808494,0.0002626189,0.00004135159,0.0001546475,0.0001063751,0.00036715],"category_scores_gemma":[0.00008777683,0.00006908878,0.00007423837,0.0002251739,0.0000518555,0.000467807,0.00001417183,0.00008380823,0.00000325924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007463961,"about_ca_system_score_gemma":0.00002090319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007945028,"about_ca_topic_score_gemma":0.0001147602,"domain_scores_codex":[0.9993461,0.0000232255,0.0002296703,0.0001250668,0.0001160679,0.0001599134],"domain_scores_gemma":[0.9992592,0.00007230714,0.0002425184,0.00007679737,0.0002790118,0.00007012679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007824772,0.00003071696,0.9192196,0.00002299252,0.0001613825,9.639288e-7,0.0002168786,0.0001940066,0.000832767,0.0001668281,0.0008967328,0.07817895],"study_design_scores_gemma":[0.00209953,0.001532428,0.8850441,0.00002472825,0.0003331848,0.00005402632,0.002882686,0.08430494,0.0003599263,0.01972501,0.003343177,0.0002962562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8686199,0.000801915,0.1290544,0.00104606,0.0002136184,0.0002094674,0.000006218569,0.000023127,0.00002533962],"genre_scores_gemma":[0.9235933,0.00008247427,0.07599654,0.0001608115,0.00008412216,8.369494e-7,0.00001022702,0.000003175481,0.00006849157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08411094,"threshold_uncertainty_score":0.4020035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01579433606905401,"score_gpt":0.210675599448673,"score_spread":0.194881263379619,"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."}}