{"id":"W2807172527","doi":"","title":"Event Argument Linking and Event Nugget Detection Task: IHMC DISCERN System Report.","year":2015,"lang":"en","type":"article","venue":"Theory and applications of categories","topic":"Topic Modeling","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Event (particle physics); Argument (complex analysis); Computer science; Task (project management); Real-time computing; Systems engineering; Engineering; Medicine; Physics","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":[0.0009377846,0.000084837,0.0001234804,0.00004824351,0.0001292228,0.0000552056,0.0001834518,0.00003676613,5.006012e-7],"category_scores_gemma":[0.00001831235,0.00007399778,0.00002052369,0.0001079349,0.00007187,0.0001690226,0.0001571355,0.00005881694,0.000002030412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003442894,"about_ca_system_score_gemma":0.00003640718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002660673,"about_ca_topic_score_gemma":0.000005180266,"domain_scores_codex":[0.9991704,0.00006730555,0.0002674977,0.0002480512,0.0001452585,0.0001014625],"domain_scores_gemma":[0.9991844,0.00006161489,0.0001638793,0.0004360503,0.00008041152,0.00007367905],"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":[0.000008709413,0.00002147458,0.00015322,0.00006990026,0.00001220672,0.000001592721,0.001360458,0.0003284394,0.0005104865,0.9412225,0.000003845368,0.05630719],"study_design_scores_gemma":[0.0004889013,0.0001081612,0.0005320325,0.00009517748,0.00005934374,0.0003711193,0.004143942,0.02939555,0.02149309,0.9347773,0.008184426,0.0003509202],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06583335,0.0006719614,0.9324495,0.0001294716,0.00007512223,0.0002350092,0.000001200349,0.00007752844,0.0005268077],"genre_scores_gemma":[0.9974438,0.00001602465,0.00214773,0.00001082278,0.00007103534,0.0001295533,0.000003531155,0.000004854458,0.0001726641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9316104,"threshold_uncertainty_score":0.3017542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197976079154711,"score_gpt":0.2487218459279085,"score_spread":0.2367420851363614,"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."}}