{"id":"W2116493296","doi":"10.1145/335191.335409","title":"XTRACT","year":2000,"lang":"en","type":"article","venue":"ACM SIGMOD Record","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":202,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Computer science; XML validation; Document Structure Description; Document type definition; RELAX NG; XML Schema Editor; Well-formed document; XML Schema (W3C); Streaming XML; XML; Information retrieval; Programming language; Simple API for XML; Efficient XML Interchange; XML database; XML Signature; World Wide 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001524755,0.00009424842,0.0001007527,0.00004037277,0.00009885225,0.00009605048,0.001149316,0.00004127081,0.001044988],"category_scores_gemma":[0.00006729605,0.00008052059,0.00005641572,0.0002057928,0.00001443976,0.0002345867,0.0001086314,0.000190283,0.001220989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001009078,"about_ca_system_score_gemma":0.0000205704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001240357,"about_ca_topic_score_gemma":0.00000453637,"domain_scores_codex":[0.999175,0.0000498735,0.0001214791,0.0002833513,0.0001452545,0.0002250562],"domain_scores_gemma":[0.9989718,0.0001027935,0.00002926505,0.0008043212,0.00001513503,0.00007670466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001830345,0.00002219204,0.0008164868,0.000001631322,0.000004208011,0.00001372079,0.00009363781,0.00005610891,0.00004851586,0.0005378108,0.0031812,0.9952226],"study_design_scores_gemma":[0.0004037672,0.0002190958,0.01126388,0.00002030612,0.000004797553,0.00006100355,0.000005217439,0.1182701,0.000361894,0.01502964,0.8539644,0.0003958909],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5872807,0.0003648837,0.2258428,0.01416038,0.002206501,0.0002631627,0.000002473473,0.001847912,0.1680312],"genre_scores_gemma":[0.726635,0.00008602018,0.2317421,0.001261142,0.0005659762,0.00001270197,0.000003198482,0.00002059106,0.03967332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9948268,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034075916582253,"score_gpt":0.2474894671120009,"score_spread":0.2371487079461783,"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."}}