{"id":"W2128445650","doi":"10.1145/967900.968050","title":"Signature file hierarchies and signature graphs","year":2004,"lang":"en","type":"article","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Computer science; Signature (topology); Hierarchy; Graph; Theoretical computer science; Data structure; Mathematics; Programming language","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":[],"consensus_categories":[],"category_scores_codex":[0.00006603765,0.0001048483,0.00008118073,0.0001084717,0.0001003268,0.0002628301,0.0005672066,0.00004869121,0.0001541271],"category_scores_gemma":[0.00001074793,0.00008006996,0.00002857841,0.0003821673,0.00004423755,0.0008152565,0.0003745894,0.0001484352,0.00003455919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005719133,"about_ca_system_score_gemma":0.00001221353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001544325,"about_ca_topic_score_gemma":0.000009528749,"domain_scores_codex":[0.9992756,0.00001035508,0.00007581047,0.0002934651,0.0001586343,0.0001861469],"domain_scores_gemma":[0.9995504,0.00003072544,0.00002196141,0.0003172703,0.00001693503,0.00006272623],"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":[0.000001511385,0.00003868941,0.00002282177,0.00001322696,0.00001873235,0.00004116839,0.0002331952,0.0000315468,0.0002114249,0.8363343,0.09432039,0.06873301],"study_design_scores_gemma":[0.001614232,0.0002841458,0.008085157,0.00007725137,0.00001714038,0.0000292259,0.0001525701,0.007291942,0.00316413,0.7018614,0.2764715,0.0009513043],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005592889,0.002717267,0.8715538,0.01639254,0.001089613,0.0006960958,0.000228269,0.001693114,0.1000365],"genre_scores_gemma":[0.3053841,0.000294166,0.6715084,0.006089437,0.0001932346,0.00003453668,0.0002346807,0.00002427084,0.01623718],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2997912,"threshold_uncertainty_score":0.3265158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006163335959788518,"score_gpt":0.2020163353074687,"score_spread":0.1958529993476802,"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."}}