{"id":"W2184546122","doi":"","title":"PRIS at Knowledge Base Population 2013","year":2013,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Advanced Text Analysis Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bootstrapping (finance); Computer science; Ranking (information retrieval); Task (project management); Knowledge base; Entity linking; Population; Similarity (geometry); Base (topology); Artificial intelligence; Data mining; Information retrieval; Natural language processing; Machine learning; Mathematics; Image (mathematics); Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000239136,0.00007853568,0.0001160463,0.00008350901,0.0001388168,0.00003174035,0.0003001028,0.00003415114,0.00004651497],"category_scores_gemma":[0.00001677086,0.000068519,0.00002875237,0.0002762422,0.0001146442,0.0004658967,0.0001812433,0.00003832207,0.00005851743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000176808,"about_ca_system_score_gemma":0.000008726007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005212879,"about_ca_topic_score_gemma":0.00001192679,"domain_scores_codex":[0.999428,0.00005314375,0.0001700282,0.0001847625,0.00006321082,0.0001008158],"domain_scores_gemma":[0.9991142,0.0001491813,0.0001013832,0.0004773014,0.0001128235,0.00004510337],"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":[0.000001507127,0.00002376401,0.0003402704,0.000009994966,0.000005717785,2.011479e-8,0.0001632405,0.000004582389,0.001567693,0.9471514,0.0002825093,0.05044936],"study_design_scores_gemma":[0.00004455919,0.00001293289,0.002151978,0.000002978511,0.000009457443,0.000001664262,0.00004659215,0.0005963424,0.02319715,0.9695851,0.004260511,0.00009069733],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02380674,0.0006309571,0.9716792,0.0001923448,0.000008388547,0.0002973638,0.000001368877,0.0001654273,0.003218269],"genre_scores_gemma":[0.9772416,0.00008033014,0.02100895,0.00002438872,0.00002047231,0.0003143192,0.00001090215,0.000005025783,0.001294055],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9534348,"threshold_uncertainty_score":0.2794124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007412972671835042,"score_gpt":0.2606132115266101,"score_spread":0.2532002388547751,"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."}}