{"id":"W2411593898","doi":"10.1126/science.331.6016.396","title":"Treading Air","year":2011,"lang":"en","type":"article","venue":"Science","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Humidity; Meteorology; Air humidity; Wind tunnel; Wind speed; Air temperature; Atmospheric sciences; Geography; Engineering; Geology; Aerospace engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00005333442,0.00002229028,0.00001736874,0.00004022225,0.00004185921,0.000003760943,0.0001053282,0.00000436537,0.00002421851],"category_scores_gemma":[0.000004192233,0.0000190857,0.000006235286,0.0001746594,0.00007559886,0.00006975228,0.000008292582,0.00002040427,0.00007733469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008341301,"about_ca_system_score_gemma":0.00001064602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.953623e-7,"about_ca_topic_score_gemma":4.341438e-7,"domain_scores_codex":[0.9997743,0.00000118205,0.00002520583,0.00004922903,0.00006974996,0.00008028132],"domain_scores_gemma":[0.9999137,0.00000584965,0.000002217175,0.00004404327,0.000007711379,0.00002646898],"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":[0.000007440661,0.00003574489,0.00352541,0.00003113484,0.00001504769,0.00003435626,0.01890179,0.1443475,0.1624811,0.09022264,0.001585197,0.5788126],"study_design_scores_gemma":[0.0001840329,0.00009399451,0.3156837,0.00002800592,0.000006937128,0.00004895362,0.0001454061,0.2546998,0.2953291,0.1258048,0.007474627,0.000500588],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3741852,0.00008165355,0.3580234,0.00001561927,0.0003388867,0.00004152633,4.332709e-7,0.0003024788,0.2670108],"genre_scores_gemma":[0.9932364,6.125516e-7,0.006656853,0.00003319847,0.00001448259,0.000001093402,5.360654e-8,0.000002035189,0.00005525079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6190512,"threshold_uncertainty_score":0.09940068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01894838111713578,"score_gpt":0.1889492903211497,"score_spread":0.1700009092040139,"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."}}