{"id":"W4405143960","doi":"10.1145/3673791.3698434","title":"The First Workshop on Evaluation Methodologies, Testbeds and Community for Information Access Research (EMTCIR 2024)","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Graph Neural Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Data science; World Wide Web; Knowledge management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01019973,0.00009968336,0.00008394575,0.0001467367,0.001461838,0.001570833,0.001170753,0.00007156822,0.000003923254],"category_scores_gemma":[0.002739087,0.0000614958,0.00003308075,0.001162107,0.0001314344,0.002188782,0.0007313888,0.0007990387,0.00001040622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000796786,"about_ca_system_score_gemma":0.0000617211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002716568,"about_ca_topic_score_gemma":0.0002122343,"domain_scores_codex":[0.9979751,0.0008707061,0.0002088736,0.0001769215,0.0004719327,0.0002964961],"domain_scores_gemma":[0.9774737,0.02149653,0.00003677154,0.0006292829,0.0003210982,0.00004261061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002179477,0.000008513715,0.00003239177,0.00003466039,0.00001124992,2.507359e-7,0.000634174,0.002779108,0.000004585331,0.0813438,0.02898049,0.886149],"study_design_scores_gemma":[0.0001613853,0.0001651981,0.001787052,0.00007716775,0.000005537694,0.000003487775,0.000325667,0.6819159,0.000177112,0.2243761,0.090892,0.0001133987],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003774361,0.0008803,0.9725528,0.01315986,0.001195979,0.001345291,0.000002913859,0.0003229651,0.006765525],"genre_scores_gemma":[0.8808487,0.001387772,0.1128694,0.001996023,0.0002432888,0.001310122,0.00002992399,0.0000252901,0.001289463],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8860356,"threshold_uncertainty_score":0.9998381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4441747097121654,"score_gpt":0.5203434357644982,"score_spread":0.07616872605233271,"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."}}