{"id":"W2092401617","doi":"10.1175/bams-85-2-253","title":"An Overview of the International H2O Project (IHOP_2002) and Some Preliminary Highlights","year":2004,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":409,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Radiosonde; Meteorology; Environmental science; Water vapor; Nowcasting; Radar; Lidar; Computer science; Remote sensing; Geography; Telecommunications","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":[0.003344874,0.00172833,0.0005062507,0.00400134,0.001338884,0.006195705,0.001780704,0.002220894,0.024021],"category_scores_gemma":[0.001921262,0.0007777831,0.0006880708,0.006158435,0.0006911795,0.005978267,0.002956138,0.002634487,0.01926987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161371,"about_ca_system_score_gemma":0.002993133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007085994,"about_ca_topic_score_gemma":0.005560957,"domain_scores_codex":[0.9986731,0.0001857019,0.0001012938,0.0002644806,0.0005542185,0.0002212589],"domain_scores_gemma":[0.9985967,0.000106353,0.0001180977,0.0001359163,0.0005393915,0.0005035105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001906128,0.0003331372,0.003959052,0.001804106,0.00002838155,0.0002523781,0.0002214266,0.001332101,0.002265801,0.02180829,0.3651394,0.6026653],"study_design_scores_gemma":[0.000008826249,0.00009150749,0.003191755,0.0004551339,0.000005928247,0.0001371697,0.0001042357,0.0002878789,0.0004060857,0.002529575,0.9927573,0.00002453921],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01194234,0.2736683,0.07495825,0.03124963,0.02651542,0.003651267,0.01875919,0.005614326,0.5536412],"genre_scores_gemma":[0.05370755,0.3536689,0.1264301,0.01189431,0.0227603,0.003997262,0.08475591,0.004415635,0.3383701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.024021,"threshold_uncertainty_score":0.08035827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0391906060573509,"score_gpt":0.2689028204235612,"score_spread":0.2297122143662103,"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."}}