{"id":"W2062268543","doi":"","title":"PolyU at TAC 2008","year":2008,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0001576838,0.00006311513,0.000102672,0.00004009056,0.0002363398,0.0000108389,0.0003200231,0.00002964928,0.00001381034],"category_scores_gemma":[0.00001920965,0.00005208476,0.00002162646,0.0001577654,0.0003842668,0.0001379832,0.0001403131,0.00003095818,0.00002183874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004873977,"about_ca_system_score_gemma":0.00002466067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001182442,"about_ca_topic_score_gemma":0.000002571314,"domain_scores_codex":[0.9995402,0.00003268314,0.0001138748,0.0001433887,0.0000713698,0.00009846072],"domain_scores_gemma":[0.9993238,0.0001862802,0.00005292672,0.000365675,0.00004021378,0.00003105439],"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":[0.000007565533,0.00001808316,0.0007063143,0.000006697947,0.000005648565,7.684607e-7,0.0006029319,0.000001392039,0.0005784309,0.9895893,0.0004308805,0.008051944],"study_design_scores_gemma":[0.0002123947,0.00004804696,0.01333059,0.000003996061,0.00001128253,0.0001415497,0.0003723108,0.00006837554,0.05406479,0.8921832,0.03937331,0.0001901036],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2095507,0.004097336,0.7680557,0.000759761,0.00006162284,0.0002193498,0.00000479308,0.000193871,0.01705679],"genre_scores_gemma":[0.9948427,0.0002581968,0.003040677,0.00007896219,0.0000280207,0.0000399221,0.000001966198,0.000002661695,0.001706881],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.785292,"threshold_uncertainty_score":0.2123955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261577978619638,"score_gpt":0.2371234587370423,"score_spread":0.2245076789508459,"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."}}