{"id":"W4210632432","doi":"10.1109/mcg.2021.3132730","title":"Perception, Visual Inference, and Exploratory Visualization","year":2022,"lang":"en","type":"article","venue":"IEEE Computer Graphics and Applications","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Visualization; Inference; Perception; Exploratory research; Editorial board; Data science; Computer graphics (images); Human–computer interaction; Artificial intelligence; Library science; Psychology","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":[0.000198668,0.0001132794,0.0001081038,0.0002305172,0.0007139072,0.0002575914,0.0003166345,0.00002860496,0.00001417543],"category_scores_gemma":[0.000002127147,0.000124186,0.00002547298,0.000715488,0.00007891833,0.000319094,0.0003800786,0.0001105654,0.000006258245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001336556,"about_ca_system_score_gemma":0.00003808085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005321089,"about_ca_topic_score_gemma":0.000002496291,"domain_scores_codex":[0.9989926,0.00007143564,0.0002046605,0.0003817638,0.0002159117,0.0001335961],"domain_scores_gemma":[0.999391,0.00005254573,0.00008349473,0.0002711221,0.0000952978,0.0001064913],"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":[7.230352e-7,0.0001179809,0.001505753,0.00001286524,0.00001064113,6.814849e-7,0.0004524718,0.000140784,0.0001065274,0.9725752,0.001985102,0.02309126],"study_design_scores_gemma":[0.0002657802,0.0001021857,0.003389226,0.00000444101,0.00001163156,0.00001551048,0.0001469896,0.8611666,0.0000152802,0.013061,0.121555,0.0002663406],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01034719,0.00006944636,0.9888378,0.0002283436,0.0001052329,0.0001888819,0.00001872473,0.0001465145,0.00005786922],"genre_scores_gemma":[0.9919775,0.0004024055,0.004621577,0.002409217,0.0001544996,0.0002490523,0.0001155226,0.0000139719,0.000056234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9842162,"threshold_uncertainty_score":0.5490869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210586647983647,"score_gpt":0.300828952018536,"score_spread":0.2787230855386996,"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."}}