{"id":"W2916976928","doi":"","title":"The TALP participation at TAC-KBP 2013","year":2013,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":2,"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":[0.02347066,0.002285784,0.00215438,0.00268721,0.004996879,0.008669,0.004327467,0.003357914,0.05067769],"category_scores_gemma":[0.0312224,0.0009651078,0.001661108,0.002376573,0.001898494,0.00519075,0.008552365,0.005798325,0.03604441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00554707,"about_ca_system_score_gemma":0.01262632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04752964,"about_ca_topic_score_gemma":0.02493888,"domain_scores_codex":[0.9828289,0.006245051,0.0004700037,0.002444587,0.006194392,0.001816988],"domain_scores_gemma":[0.9715263,0.004497077,0.0003710528,0.003136502,0.01519855,0.005270485],"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":[0.001220915,0.0006254754,0.0007393971,0.0003953211,0.0001016091,0.0006636417,0.002934931,0.001853482,0.01268576,0.01063042,0.8683822,0.09976668],"study_design_scores_gemma":[0.0004307086,0.0002332314,0.001852213,0.0002055863,0.00005923607,0.0003140927,0.002144601,0.0113293,0.0133681,0.006204209,0.9637347,0.0001240441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.06583893,0.005904795,0.425612,0.06626286,0.02936468,0.007086301,0.08812147,0.05270834,0.2591006],"genre_scores_gemma":[0.1618559,0.002036787,0.2614735,0.007428718,0.004098066,0.005427924,0.1837635,0.02863361,0.3452819],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05067769,"threshold_uncertainty_score":0.1695337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149590349467329,"score_gpt":0.2484316861930397,"score_spread":0.2369357826983664,"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."}}