{"id":"W7162033555","doi":"10.82308/18996","title":"The quest for accurate three-dimensional water vapour and temperature fields: a theoretical examination of the capabilities of a mesoscale microwave radiometer","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mesoscale meteorology; Microwave radiometer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007866672,0.0002195996,0.0002493789,0.0002442501,0.0002769212,0.0008760652,0.0004870795,0.000493905,0.000934828],"category_scores_gemma":[0.002639011,0.0002918371,0.0003651147,0.0002419053,0.0009883412,0.001059217,0.0004541276,0.0005204272,0.0001256163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000621745,"about_ca_system_score_gemma":0.0007121681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005942697,"about_ca_topic_score_gemma":0.003377877,"domain_scores_codex":[0.9998891,0.00002938292,0.000003470416,0.00002356191,0.00004080192,0.00001365057],"domain_scores_gemma":[0.999244,0.0005687414,0.00005142631,0.00004699728,0.00007371735,0.00001511399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003641576,0.00001906478,0.005076024,0.0001065008,0.00001718737,0.00006264918,0.0001137819,0.9051405,0.008856713,0.06176803,0.0002581738,0.01854496],"study_design_scores_gemma":[0.000005626071,0.00001842655,0.001164718,0.0000104929,0.000003690174,0.00001641967,0.00002765248,0.9891995,0.001292502,0.007664298,0.0005884553,0.000008228887],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2763801,0.001055526,0.7096585,0.001466129,0.00004006222,0.00004722414,0.0001727,0.0003417087,0.01083803],"genre_scores_gemma":[0.9545405,0.000495009,0.04315232,0.0000560558,0.00001998015,0.00004645908,0.00005074962,0.0000278033,0.001611162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005942697,"threshold_uncertainty_score":0.0118162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115965083513035,"score_gpt":0.2176418792364072,"score_spread":0.2064822284012769,"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."}}