{"id":"W2153257312","doi":"10.14778/1687553.1687599","title":"Linkage Query Writer","year":2009,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; SQL; Linkage (software); Interface (matter); Query language; Relational database; Linked data; Information retrieval; Process (computing); Programming language; Semantic Web","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":[0.0195707,0.001707782,0.00256768,0.004568843,0.002073592,0.009725362,0.006515837,0.003025261,0.0578458],"category_scores_gemma":[0.04496669,0.001966967,0.002550997,0.004140355,0.001476389,0.01179379,0.01100076,0.004096615,0.03823961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001517925,"about_ca_system_score_gemma":0.004575968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002888183,"about_ca_topic_score_gemma":0.002081652,"domain_scores_codex":[0.9838792,0.003795135,0.002121332,0.003115896,0.006152596,0.0009358173],"domain_scores_gemma":[0.966402,0.01114856,0.001579564,0.01022033,0.009620065,0.001029426],"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":[0.001343667,0.0004344051,0.006096487,0.001628553,0.0003066483,0.0008737358,0.001934435,0.004429451,0.01132738,0.08474396,0.4788658,0.4080154],"study_design_scores_gemma":[0.0004125753,0.0001693885,0.000970328,0.000231741,0.0001368118,0.0009681618,0.0004797951,0.04565566,0.03028312,0.03889332,0.8815362,0.0002627447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.002505453,0.0005531538,0.7306156,0.001302219,0.0003789151,0.0009559208,0.0102604,0.2336056,0.01982274],"genre_scores_gemma":[0.05571817,0.001072119,0.8125445,0.00393288,0.0005002337,0.001790522,0.04480767,0.04488916,0.03474478],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.0578458,"threshold_uncertainty_score":0.1935135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1069606726619127,"score_gpt":0.3767321906713896,"score_spread":0.269771518009477,"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."}}