{"id":"W7082264448","doi":"10.48448/qgqd-ac28","title":"VISA: Retrieval Augmented Generation with Visual Source Attribution","year":2025,"lang":"en","type":"other","venue":"Underline Science Inc.","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Attribution; Bounding overwatch; Information source (mathematics); Data source; Web page; Visualization; The Internet","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002460582,0.001882228,0.0008325232,0.003690997,0.0005791923,0.001997114,0.002377569,0.001794326,0.01079276],"category_scores_gemma":[0.01391665,0.0005123663,0.001270284,0.001515973,0.0009178359,0.003489625,0.004743986,0.001293103,0.005623136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005886623,"about_ca_system_score_gemma":0.00113051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002652658,"about_ca_topic_score_gemma":0.003261837,"domain_scores_codex":[0.9977575,0.0007564061,0.0001572203,0.0005633634,0.000642497,0.000123034],"domain_scores_gemma":[0.9932308,0.002905944,0.0003506366,0.002522668,0.0007809213,0.0002090845],"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":[0.001317829,0.0005097112,0.004405972,0.001633696,0.0002572355,0.0007713866,0.0008140029,0.02489357,0.03827151,0.01270397,0.1322553,0.7821658],"study_design_scores_gemma":[0.0006858416,0.0006539564,0.003318801,0.0002664525,0.0002085932,0.001143218,0.0004520836,0.6795793,0.09998498,0.05617449,0.1572462,0.0002860977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02506316,0.002068613,0.6819303,0.0008672432,0.0007143078,0.0009210123,0.01027039,0.2680607,0.01010427],"genre_scores_gemma":[0.2711354,0.0006875851,0.6763993,0.0009092545,0.0002800761,0.0008506675,0.03281392,0.007219515,0.009704295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01079276,"threshold_uncertainty_score":0.03610539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01559460270267243,"score_gpt":0.2618764927612253,"score_spread":0.2462818900585528,"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."}}