{"id":"W4241207869","doi":"10.1007/978-1-4899-7993-3_370-2","title":"Stream Models","year":2017,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Geography; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005267742,0.0007172521,0.001247274,0.00029712,0.0002528117,0.000107385,0.002143083,0.0003344126,0.00004166828],"category_scores_gemma":[0.00007622875,0.0006536121,0.0002566941,0.00003171814,0.0002098039,0.002526676,0.001358792,0.0004654305,0.0002337656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008717499,"about_ca_system_score_gemma":0.0004076066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751893,"about_ca_topic_score_gemma":0.00008974093,"domain_scores_codex":[0.9962123,0.00005310476,0.00114708,0.001143076,0.0009662182,0.0004782063],"domain_scores_gemma":[0.9918635,0.0001567002,0.001707642,0.005691779,0.000305407,0.0002749604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006041751,0.00002042519,0.000003261238,0.0005918308,0.00009185189,0.0001396304,0.0001287558,0.0001214139,0.00001140784,0.9755175,0.01886022,0.004507697],"study_design_scores_gemma":[0.0002783635,0.00006509915,0.000001302352,0.001851536,0.00004391673,0.00006683164,0.00001866595,0.002758098,0.00001748723,0.004223285,0.989953,0.000722362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001449192,0.004652666,0.3264892,0.00002149826,0.00253356,0.0005764968,0.004181872,0.0001583838,0.6613849],"genre_scores_gemma":[0.0004433563,0.006763882,0.03378561,0.00002180056,0.001390571,0.00009064634,0.001571861,0.0001476096,0.9557847],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9712942,"threshold_uncertainty_score":0.9995915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02760653762946308,"score_gpt":0.2500868796245595,"score_spread":0.2224803419950964,"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."}}