{"id":"W3217479643","doi":"10.1145/3503780.3503786","title":"VLDB Panel Summary","year":2021,"lang":"en","type":"article","venue":"ACM SIGMOD Record","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Very large database; SQL; Database; Point (geometry); World Wide Web; Mathematics education; Information retrieval","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003377587,0.0006946123,0.0008173629,0.001818209,0.001755081,0.0079326,0.002101002,0.004337593,0.4335952],"category_scores_gemma":[0.00618391,0.0004121255,0.0006295074,0.003186708,0.0004751431,0.003952252,0.001742432,0.003510618,0.3815129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002053334,"about_ca_system_score_gemma":0.003505613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007286483,"about_ca_topic_score_gemma":0.009126564,"domain_scores_codex":[0.9981153,0.000194279,0.0001242448,0.0003892859,0.0009429164,0.0002339281],"domain_scores_gemma":[0.9926552,0.0007082457,0.0002357772,0.0006186873,0.004885912,0.0008963457],"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":[0.000009083667,0.00000558593,0.00004565423,0.0000332128,7.631382e-7,0.00000643975,0.000002574756,0.00001108837,0.00004224667,0.0005721973,0.9926128,0.006658267],"study_design_scores_gemma":[0.000006060322,0.000004927956,0.0003430729,0.00007316591,0.0000012995,0.000007234602,0.00001181265,0.0000133468,0.00004125312,0.0003025687,0.9991922,0.000003140883],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006748037,0.005397174,0.001882435,0.08891951,0.03881864,0.0006974053,0.05947886,0.001642507,0.8024886],"genre_scores_gemma":[0.00451478,0.004659554,0.001046614,0.0330064,0.01167058,0.0004967726,0.03852621,0.000691768,0.9053874],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4335952,"threshold_uncertainty_score":0.8079077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1235782994575026,"score_gpt":0.2886061652908584,"score_spread":0.1650278658333558,"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."}}