{"id":"W3207287378","doi":"10.17605/osf.io/upfxj","title":"Weather files-building simulations","year":2019,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"3D Modeling in Geospatial Applications","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meteorology; Computer science; Environmental science; Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007353509,0.0002492804,0.0002529786,0.0001285758,0.0001099356,0.00007687092,0.0007088198,0.0001789797,0.3942771],"category_scores_gemma":[0.0003055382,0.0003020001,0.0001271681,0.0002412098,0.00004129441,0.0002124455,0.0003993886,0.0003699082,0.7662287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878452,"about_ca_system_score_gemma":0.00003861905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007346661,"about_ca_topic_score_gemma":0.00002326628,"domain_scores_codex":[0.9978901,0.00007058036,0.0004166964,0.0009933204,0.0002529266,0.0003763449],"domain_scores_gemma":[0.9965331,0.0003479586,0.00006800434,0.002823566,0.00008857575,0.0001388062],"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":[0.000005499313,0.00005960686,0.01024651,0.0000512413,0.00007760998,0.000001057887,0.000387672,0.942342,0.03489907,0.002630058,0.004278532,0.005021105],"study_design_scores_gemma":[0.0004784814,5.857667e-7,0.008301749,0.00007925127,0.00005117125,0.000009709797,0.00003874252,0.8467153,0.01684932,0.00935322,0.1175119,0.0006105459],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4388759,0.000001841141,0.1057321,0.00009405128,0.0003593203,0.0008791994,0.0000336117,0.0007404474,0.4532835],"genre_scores_gemma":[0.9401439,0.00001727001,0.0134186,0.00004875287,0.00007746307,0.0001555666,0.00002581712,0.00008082634,0.0460318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.501268,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01043263676519154,"score_gpt":0.2406047522822867,"score_spread":0.2301721155170952,"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."}}