{"id":"W4406734073","doi":"10.1051/itmconf/20257003003","title":"Data Visualization and Prediction Model Analysis","year":2025,"lang":"en","type":"article","venue":"ITM Web of Conferences","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Visualization; Computer science; 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":[0.0002127297,0.00005720217,0.0001350816,0.0003015338,0.00004529708,0.000126386,0.0006219138,0.00003205162,0.00001281533],"category_scores_gemma":[0.00006042087,0.0000513317,0.00001767822,0.0009479211,0.0000486473,0.0005069487,0.0003011443,0.0000232347,7.931462e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003525848,"about_ca_system_score_gemma":0.0003593744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002019312,"about_ca_topic_score_gemma":0.00006855262,"domain_scores_codex":[0.9993001,0.00003051278,0.0002076664,0.0002444783,0.0001531648,0.00006412293],"domain_scores_gemma":[0.9992517,0.00003610301,0.00008403487,0.0004792648,0.0001232851,0.0000256712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001333332,0.00002994319,0.02324833,0.00001668955,0.0001216488,1.154104e-7,0.00006180956,0.0009499163,0.0000685927,0.9702305,0.001589672,0.003681486],"study_design_scores_gemma":[0.00009077429,0.000009737726,0.002820295,0.0000141433,0.000111295,8.492506e-8,0.00003593632,0.9896399,0.0001558124,0.003795748,0.003283538,0.00004270394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003086145,0.00007405967,0.9891803,0.0002171621,0.00005251686,0.00003860099,0.0001187221,0.00004832333,0.007184119],"genre_scores_gemma":[0.996806,0.0002015024,0.00227672,0.0001159748,0.000005668114,0.000001050059,0.000242459,0.000001032804,0.0003495621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9937199,"threshold_uncertainty_score":0.2093246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05824450857557954,"score_gpt":0.3522813094662638,"score_spread":0.2940368008906843,"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."}}