{"id":"W2970696237","doi":"","title":"The UTexas system for TAC SM-KBP task 3: Probabilistic generation of coherent hypotheses.","year":2018,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Probabilistic logic; Task (project management); Computer science; Artificial intelligence; Systems engineering; Engineering","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":[0.002560736,0.002040452,0.001346934,0.002203542,0.001006301,0.002548839,0.002763373,0.002318422,0.03606809],"category_scores_gemma":[0.0179285,0.0006631482,0.001180714,0.001269964,0.0004832284,0.004463749,0.003763531,0.001786168,0.01867575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007908183,"about_ca_system_score_gemma":0.002015283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006051705,"about_ca_topic_score_gemma":0.008416992,"domain_scores_codex":[0.9981506,0.0007574048,0.0001473529,0.0005166875,0.0003316271,0.00009635898],"domain_scores_gemma":[0.9947041,0.003422438,0.000200576,0.0007409554,0.0006993202,0.0002324761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001976412,0.0003535807,0.003577138,0.002697445,0.0004502371,0.000978034,0.00178483,0.01230932,0.0174414,0.01194373,0.5325755,0.4139124],"study_design_scores_gemma":[0.0009521558,0.0004952465,0.004470044,0.0004566573,0.0003650741,0.001300852,0.001690623,0.6900912,0.03797977,0.0518303,0.210154,0.0002140098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04458656,0.0017339,0.5653126,0.001692159,0.0008171768,0.001789327,0.07569532,0.2839206,0.02445233],"genre_scores_gemma":[0.2301015,0.00049027,0.5729899,0.0006550517,0.0004633599,0.002269321,0.1714441,0.008847328,0.01273922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03606809,"threshold_uncertainty_score":0.1206598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698497342511636,"score_gpt":0.2557323405725275,"score_spread":0.2287473671474111,"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."}}