{"id":"W2134077349","doi":"","title":"The TALP participation at TAC-KBP 2012","year":2012,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":7,"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":[0.02612612,0.001948524,0.001654341,0.002919695,0.004492535,0.008392877,0.003438471,0.003671691,0.03609579],"category_scores_gemma":[0.03579786,0.0009484912,0.001346674,0.002214582,0.001647762,0.005009486,0.0075961,0.005291201,0.02589308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004166454,"about_ca_system_score_gemma":0.01019461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269763,"about_ca_topic_score_gemma":0.01516754,"domain_scores_codex":[0.9786555,0.008186732,0.0006377554,0.002769492,0.007613886,0.002136649],"domain_scores_gemma":[0.9619705,0.005622908,0.000512888,0.005087763,0.02077992,0.006025951],"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":[0.001758221,0.0009206118,0.001415469,0.0005825856,0.0001191731,0.001127172,0.00730918,0.002962018,0.02544997,0.01697115,0.7370907,0.2042937],"study_design_scores_gemma":[0.0002446837,0.0001989126,0.002259507,0.0001725653,0.00004362297,0.0002854677,0.001985072,0.007723845,0.01271653,0.003544212,0.9707198,0.0001058746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.09295409,0.006014028,0.4200123,0.07070804,0.0223983,0.005877829,0.05283913,0.04524843,0.2839479],"genre_scores_gemma":[0.221534,0.001791923,0.2933187,0.007240168,0.003944506,0.004256879,0.1085381,0.02297979,0.336396],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03609579,"threshold_uncertainty_score":0.1381698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07575633838207113,"score_gpt":0.3947877021994853,"score_spread":0.3190313638174142,"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."}}