{"id":"W3159452987","doi":"","title":"The UTexas system for TAC 2019 SM-KBP Task 3: Hypothesis detection with graph convolutional networks.","year":2019,"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":"Computer science; Graph; Task (project management); Theoretical computer science; 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":[0.00160363,0.002289282,0.001198368,0.002245862,0.001126776,0.001899553,0.002807917,0.002392117,0.02971678],"category_scores_gemma":[0.00706599,0.0005892891,0.0009209084,0.001237131,0.0003604926,0.003007661,0.002655133,0.00172959,0.03085798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048678,"about_ca_system_score_gemma":0.002111597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02578252,"about_ca_topic_score_gemma":0.0345073,"domain_scores_codex":[0.9988778,0.0002488304,0.00007963579,0.0004369509,0.0002152672,0.0001414713],"domain_scores_gemma":[0.9984894,0.0004346846,0.00008216105,0.0004275901,0.0004308447,0.0001353647],"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":[0.001505073,0.0003545939,0.002751519,0.0007202593,0.0002990762,0.0003895659,0.0002487104,0.006139844,0.01226148,0.002183306,0.7688257,0.2043208],"study_design_scores_gemma":[0.001161387,0.0007762937,0.009476962,0.0003614773,0.0003574033,0.0007779264,0.0006659779,0.608862,0.04804746,0.02365797,0.3056226,0.0002324477],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"software","genre_gemma":"empirical","genre_scores_codex":[0.0639654,0.003247601,0.1775468,0.001958538,0.002266969,0.00153364,0.204997,0.5133395,0.03114464],"genre_scores_gemma":[0.2130752,0.0005000019,0.2059357,0.001134635,0.0004538626,0.002030297,0.5408706,0.008255656,0.02774393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02971678,"threshold_uncertainty_score":0.09941256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006367015457655705,"score_gpt":0.1956794534123567,"score_spread":0.189312437954701,"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."}}