{"id":"W4404708694","doi":"10.1109/tvcg.2024.3473148","title":"Preface","year":2024,"lang":"en","type":"article","venue":"IEEE Transactions on Visualization and Computer Graphics","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Computer graphics (images)","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":[0.0001516264,0.0001664786,0.0001222682,0.0004347801,0.00020519,0.0007254813,0.00027031,0.00007974822,0.00002498931],"category_scores_gemma":[0.000001210899,0.000157242,0.00007457755,0.00115813,0.0000536811,0.0006172091,0.000005605169,0.0001405137,0.00005311714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001572997,"about_ca_system_score_gemma":0.00004561053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004299856,"about_ca_topic_score_gemma":0.000004685731,"domain_scores_codex":[0.9988334,0.0000673594,0.000230186,0.0004361982,0.0002642674,0.0001686538],"domain_scores_gemma":[0.9994101,0.00007452691,0.00002849899,0.0002952769,0.00007306023,0.000118544],"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":[0.000001561641,0.00007592085,0.000004507608,0.00004391915,0.00003295827,0.000005996792,0.0004254425,0.0002880712,0.000007061993,0.9789497,0.00140073,0.01876415],"study_design_scores_gemma":[0.0001379505,0.0001007553,0.00002743186,0.00006584389,0.00001558405,0.00001972624,0.000008862342,0.9717096,0.0007327875,0.001489337,0.02550524,0.0001868949],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003879542,0.0001227489,0.997219,0.0001489588,0.001086162,0.0001061372,0.00001322537,0.0007646428,0.0001512266],"genre_scores_gemma":[0.9928221,0.0009034982,0.002475479,0.002884363,0.0001019305,0.0000157175,0.00001865922,0.00003212475,0.0007461169],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9947435,"threshold_uncertainty_score":0.6995833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02132895336293722,"score_gpt":0.2957976141353369,"score_spread":0.2744686607723997,"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."}}