{"id":"W2072543316","doi":"10.1175/2010mwr3393.1","title":"The THORPEX Observation Impact Intercomparison Experiment","year":2010,"lang":"en","type":"article","venue":"Monthly Weather Review","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Radiosonde; Data assimilation; Satellite; Environmental science; Meteorology; Baseline (sea); Forecast skill; Geostationary orbit; Depth sounding; Computer science; Geostationary Operational Environmental Satellite; Climatology; Remote sensing; Geography; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002379802,0.0002726647,0.0002900527,0.0002073502,0.0005078434,0.0007142016,0.0005140631,0.000509132,0.00113606],"category_scores_gemma":[0.002458371,0.0001202876,0.0002795903,0.0004505762,0.000481169,0.0007948285,0.0006276718,0.0006124641,0.0002428364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001331008,"about_ca_system_score_gemma":0.0008947307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03051736,"about_ca_topic_score_gemma":0.02526545,"domain_scores_codex":[0.9990545,0.0004445044,0.00003060305,0.0001550929,0.0002428824,0.00007242238],"domain_scores_gemma":[0.9978138,0.000976679,0.0002558008,0.000507538,0.000306824,0.0001393287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.04644253,0.008747416,0.314363,0.0003895433,0.001820767,0.002094315,0.002637651,0.3277699,0.07069233,0.01363713,0.06920966,0.1421958],"study_design_scores_gemma":[0.008759375,0.008477673,0.529622,0.00005867458,0.0007088702,0.0001976394,0.001841028,0.2718015,0.1045354,0.008631996,0.0650944,0.0002714232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900532,0.00005851656,0.001516793,0.0004857744,0.00005485287,0.0001108095,0.002224771,0.000322549,0.00517264],"genre_scores_gemma":[0.9908003,0.00005633674,0.002538339,0.0001894604,0.00002599672,0.000145254,0.004100377,0.00005115464,0.002092708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03051736,"threshold_uncertainty_score":0.0606795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04604532414734135,"score_gpt":0.3029439996739387,"score_spread":0.2568986755265973,"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."}}