{"id":"W4205828231","doi":"10.4018/ijsi.292022","title":"A Scalable Real-Time Agent-Based Information Retrieval Engine","year":2022,"lang":"en","type":"article","venue":"International Journal of Software Innovation","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Scalability; Computer science; Rank (graph theory); Information retrieval; Search engine; Scheme (mathematics); Resource (disambiguation); Data mining; Simplicity; Database","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":[],"consensus_categories":[],"category_scores_codex":[0.001045057,0.00008665213,0.0001050884,0.001042935,0.0001083208,0.0002954741,0.001255147,0.00002076742,0.0002172442],"category_scores_gemma":[0.0002822619,0.00008879716,0.00005224366,0.001242537,0.00001375993,0.0032241,0.0003205109,0.0001900741,0.00004173854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002695145,"about_ca_system_score_gemma":0.0001617454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007978149,"about_ca_topic_score_gemma":8.251055e-8,"domain_scores_codex":[0.997898,0.00004054889,0.0006428957,0.00009621467,0.001204517,0.00011779],"domain_scores_gemma":[0.9977968,0.00006426561,0.0007344797,0.0001676905,0.001210487,0.00002623266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005880241,0.0006448869,0.003215505,0.00004209688,0.0004559501,0.0002730366,0.0007705181,0.04203324,0.004898972,0.06628153,0.1188786,0.7619177],"study_design_scores_gemma":[0.007507889,0.001322429,0.01273484,0.000157703,0.0000497199,0.0004135416,0.0001801748,0.3597503,0.008533303,0.0160806,0.5923442,0.0009253211],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03530653,0.000009226876,0.9586532,0.003164358,0.002233275,0.00009600616,0.0000411104,0.00009772758,0.0003985754],"genre_scores_gemma":[0.5748289,0.00002960328,0.4172933,0.004729452,0.0008593717,0.00001674381,0.001100774,0.00002670029,0.001115173],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7609923,"threshold_uncertainty_score":0.3621043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0111757125067671,"score_gpt":0.2419523240304863,"score_spread":0.2307766115237192,"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."}}