{"id":"W2125028118","doi":"","title":"AUEB at TAC 2008","year":2008,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Automatic summarization; Computer science; String (physics); Rank (graph theory); Natural language processing; Artificial intelligence; Support vector machine; Similarity (geometry); Mathematics","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":[0.0001750813,0.00005356103,0.00007947348,0.00003306666,0.0002038,0.000008695571,0.0002860177,0.00002449724,0.00001405998],"category_scores_gemma":[0.00001047222,0.00004827773,0.00001736006,0.0001242347,0.0001785581,0.0001339995,0.0001389131,0.00003422103,0.00001777791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006526483,"about_ca_system_score_gemma":0.00002345726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006657022,"about_ca_topic_score_gemma":0.000001188898,"domain_scores_codex":[0.9995543,0.00002802921,0.000115285,0.000147793,0.00007159874,0.00008295258],"domain_scores_gemma":[0.9993815,0.0001032635,0.00004639312,0.0003949434,0.00004009683,0.00003374977],"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":[0.000003359176,0.00001120717,0.0001941253,0.000006137725,0.000003404796,3.212066e-7,0.0006628088,0.00002304954,0.0005102779,0.9894285,0.000124784,0.009032061],"study_design_scores_gemma":[0.0001678397,0.00002203411,0.001149921,0.00000354758,0.000006893786,0.00006493079,0.0001268906,0.0009914619,0.02484434,0.9396198,0.03284571,0.0001565727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08100162,0.000733114,0.9118394,0.0002117563,0.00002156785,0.0001054231,0.000001859935,0.00006570826,0.006019584],"genre_scores_gemma":[0.9908126,0.0001158912,0.006932455,0.00005864069,0.00003616594,0.00004993159,0.000001776051,0.000002918615,0.00198961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.909811,"threshold_uncertainty_score":0.1968709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139333462868056,"score_gpt":0.2347853738435048,"score_spread":0.2208520275566992,"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."}}