{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002197681,0.001060635,0.0008478933,0.001073001,0.003468531,0.006694221,0.001373071,0.001401294,0.2608419],"category_scores_gemma":[0.001410351,0.0003318043,0.0005454409,0.001206171,0.0004725068,0.002007426,0.002942403,0.002157708,0.1700633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003272051,"about_ca_system_score_gemma":0.003935799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025082,"about_ca_topic_score_gemma":0.01946831,"domain_scores_codex":[0.9982698,0.0002565075,0.00003013026,0.0003545201,0.0005633318,0.0005257394],"domain_scores_gemma":[0.9981469,0.00006851747,0.00003912961,0.000173858,0.0005298128,0.00104172],"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":[0.0004591254,0.0002970463,0.001014384,0.00006608962,0.00001241337,0.0002800553,0.0001461719,0.0004550935,0.001804822,0.008209429,0.9220568,0.06519846],"study_design_scores_gemma":[0.00004747145,0.0001158705,0.001788848,0.00002519464,0.00000609426,0.00008450467,0.0001649426,0.001348359,0.001047482,0.001909043,0.9934435,0.00001866732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02168474,0.002804427,0.0187029,0.0163439,0.01686694,0.0005791055,0.01494183,0.007550471,0.9005258],"genre_scores_gemma":[0.04369566,0.0006456294,0.00615513,0.001220341,0.001238511,0.0002889396,0.01326693,0.001197002,0.9322919],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2608419,"threshold_uncertainty_score":0.8726031,"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."}}