{"id":"W2080549944","doi":"10.1145/1394251.1394257","title":"Advances in information and knowledge management","year":2008,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Universidade de Lisboa; Pennsylvania State University","keywords":"Computer science; Data science; Knowledge extraction; Data management; Personal information management; XML; Digital library; World Wide Web; Information management; Information extraction; Knowledge management; Information system; Information retrieval; Management information systems; Database; Data mining","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":[],"consensus_categories":[],"category_scores_codex":[0.009750965,0.0009853438,0.001453573,0.004960592,0.001795419,0.01228006,0.003028943,0.003578633,0.01361438],"category_scores_gemma":[0.01974957,0.0005753749,0.0009685783,0.008954282,0.006614923,0.02389557,0.005876744,0.005031251,0.006161518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004269704,"about_ca_system_score_gemma":0.005241875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002273008,"about_ca_topic_score_gemma":0.001703552,"domain_scores_codex":[0.9919459,0.002353255,0.0006406945,0.001083735,0.003605256,0.0003711367],"domain_scores_gemma":[0.9794785,0.01206986,0.0009363525,0.003299376,0.003266736,0.0009491253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003092434,0.00004940093,0.0004228927,0.001276548,0.00005085392,0.0000942893,0.0007097975,0.0007521433,0.0003000464,0.6823932,0.04452609,0.2693938],"study_design_scores_gemma":[0.000008650321,0.00002021571,0.0002412096,0.000539295,0.00001704725,0.0001481658,0.0003607946,0.001279506,0.0002127364,0.3877386,0.6094118,0.00002197186],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004274027,0.4928263,0.1395575,0.1140021,0.007437488,0.0001355911,0.0006258219,0.0006495241,0.2404918],"genre_scores_gemma":[0.1356856,0.6008281,0.1696947,0.01506107,0.02420401,0.0003121189,0.001325181,0.0002904519,0.05259877],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01361438,"threshold_uncertainty_score":0.05156863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07697138455936814,"score_gpt":0.3808004260670133,"score_spread":0.3038290415076452,"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."}}