{"id":"W4243716411","doi":"10.1007/978-0-387-39940-9_2747","title":"Heavy Hitters","year":2009,"lang":"en","type":"book-chapter","venue":"Encyclopedia of Database Systems","topic":"Landslides and related hazards","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000273381,0.0003906185,0.0005584643,0.0000777746,0.00006844375,0.00001856205,0.0004189106,0.0003514851,0.003232174],"category_scores_gemma":[0.000013574,0.0003070974,0.0001743348,0.00004672304,0.0001566395,0.0001645294,0.0002338963,0.0004051296,0.001928906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001372723,"about_ca_system_score_gemma":0.00003298023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004466376,"about_ca_topic_score_gemma":0.00003569285,"domain_scores_codex":[0.9978268,0.00002725409,0.0006392302,0.0005272594,0.0006679778,0.000311551],"domain_scores_gemma":[0.9984979,0.00004493121,0.0004059772,0.0008482164,0.00001251215,0.0001904376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001364025,0.0001495607,0.0009234314,0.000541143,0.000247459,0.0005532583,0.0004200907,0.0008664238,0.0002413042,0.01519857,0.9408106,0.03991179],"study_design_scores_gemma":[0.000242312,0.00008421212,0.0000869919,0.0003832561,0.0000932226,0.00003742853,0.00001192986,0.00005589515,0.0000110458,0.0002005163,0.9983937,0.0003995323],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002007438,0.001419232,0.00005650863,0.00007038866,0.001172264,0.0004496477,0.0005988817,0.00005796312,0.9959744],"genre_scores_gemma":[0.003127645,0.004130767,0.0003196378,0.00009435997,0.0004928319,0.000009663909,0.0006490008,0.00007551935,0.9911005],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05758309,"threshold_uncertainty_score":0.9999381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00863222339194547,"score_gpt":0.2069969151598131,"score_spread":0.1983646917678676,"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."}}