{"id":"W4413096328","doi":"10.1109/iccsp64183.2025.11088600","title":"Advanced Visualization Tools, Algorithms, and Techniques: Advancements and Applications Across Domains","year":2025,"lang":"en","type":"article","venue":"","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Computer science; Visualization; Data science; Data mining","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":[0.0001294741,0.00009215948,0.00009744791,0.00007351667,0.0002031482,0.0002886387,0.0002292231,0.00003719893,0.000003795697],"category_scores_gemma":[0.00002501635,0.00008782612,0.00001070952,0.0005267248,0.0000505902,0.0007512287,0.0003115893,0.00003391859,0.000003046467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001933895,"about_ca_system_score_gemma":0.00002351987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003511796,"about_ca_topic_score_gemma":0.000007270674,"domain_scores_codex":[0.999238,0.00001742324,0.0001815227,0.0003161333,0.0001053333,0.0001415893],"domain_scores_gemma":[0.9994951,0.00003529132,0.00004960826,0.0002875767,0.00008079835,0.0000515758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[8.300393e-7,0.00003407271,0.0003286728,0.00002041184,0.000006277959,2.712478e-7,0.00005727899,0.000002930917,0.000267349,0.5342506,0.0003352832,0.4646961],"study_design_scores_gemma":[0.0008504391,0.0000651747,0.001624114,0.00006621782,0.00001399853,0.000005141215,0.0003315039,0.07979579,0.00878074,0.01658156,0.891519,0.0003663536],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0001916871,0.0001495436,0.9961165,0.0003052397,0.00003229416,0.000276816,0.00001720889,0.0002395783,0.00267117],"genre_scores_gemma":[0.1252761,0.005981064,0.8409748,0.0117339,0.0001100944,0.0005979224,0.0004394043,0.00003873319,0.01484799],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8911837,"threshold_uncertainty_score":0.3581445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503431487000035,"score_gpt":0.3635718195185859,"score_spread":0.3485375046485855,"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."}}