{"id":"W2101916644","doi":"","title":"The Alyssa System at TAC QA 2008","year":2008,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Component (thermodynamics); Track (disk drive); Entertainment; Information retrieval; Physics; Operating system; Law; Political 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":[0.0003896848,0.00006101486,0.00008489991,0.00002188307,0.0006305496,0.00002214727,0.0004516485,0.00002493932,0.000001996646],"category_scores_gemma":[0.00001222447,0.00004203821,0.00002326527,0.0001376112,0.0002478825,0.0001027803,0.0001595485,0.00004131331,0.00001488869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001308732,"about_ca_system_score_gemma":0.00002631005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009127652,"about_ca_topic_score_gemma":0.000002310323,"domain_scores_codex":[0.9994358,0.00005874547,0.0001553182,0.0001491264,0.00009793607,0.0001030367],"domain_scores_gemma":[0.9990031,0.0002681237,0.00007237786,0.0005667352,0.00005742549,0.00003221237],"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":[0.00000419888,0.000005039885,0.00007693066,0.00001029529,0.00000627527,2.973156e-7,0.0004941021,0.00002889262,0.0001406213,0.9916915,0.0001217038,0.007420192],"study_design_scores_gemma":[0.0004438114,0.00005336726,0.00135854,0.00002270376,0.00003720574,0.000312999,0.00228078,0.009409335,0.02621564,0.8057266,0.1537043,0.0004346319],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03208559,0.002045746,0.9578487,0.0003349347,0.00004702681,0.0001882944,0.000002111407,0.00009868055,0.007348957],"genre_scores_gemma":[0.9963405,0.0001481607,0.001614705,0.00002355143,0.0000456773,0.00009768058,0.000001078634,0.000003239124,0.001725371],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.964255,"threshold_uncertainty_score":0.4849741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01124295826853213,"score_gpt":0.2223069812998208,"score_spread":0.2110640230312887,"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."}}