{"id":"W201367383","doi":"","title":"Proceedings of the 2nd SIGMOD PhD workshop on Innovative database research","year":2008,"lang":"en","type":"article","venue":"","topic":"Data Mining Algorithms and Applications","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Library science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02214314,0.001531963,0.002173045,0.004813212,0.002252149,0.01311912,0.002994084,0.002584114,0.0489397],"category_scores_gemma":[0.0262263,0.001232618,0.001398365,0.004082052,0.001847011,0.01277535,0.005868615,0.005794667,0.02650395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002998457,"about_ca_system_score_gemma":0.007465829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002771764,"about_ca_topic_score_gemma":0.004979006,"domain_scores_codex":[0.9874515,0.004408953,0.001149392,0.001399521,0.004843591,0.0007470836],"domain_scores_gemma":[0.9811373,0.004235285,0.0006990522,0.002910831,0.007211066,0.003806419],"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":[0.0001587672,0.0001566204,0.0007574272,0.0002446399,0.00005213877,0.00008491027,0.0003583095,0.0003675608,0.0007460433,0.008128597,0.8132045,0.1757405],"study_design_scores_gemma":[0.00002917811,0.0000640687,0.0006320303,0.0002154187,0.00002760979,0.0001813011,0.0002066556,0.0012561,0.0006933506,0.009072903,0.9875914,0.00003004157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01221872,0.2006832,0.1962771,0.2100761,0.1813309,0.001703714,0.009056138,0.006916034,0.1817381],"genre_scores_gemma":[0.06616177,0.1412238,0.198534,0.02645353,0.1090416,0.001555158,0.0305879,0.004122503,0.4223197],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0489397,"threshold_uncertainty_score":0.1637196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174053199266088,"score_gpt":0.3586593196901697,"score_spread":0.1846061204240818,"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."}}