{"id":"W4406817544","doi":"10.1016/j.cag.2025.104174","title":"Foreword to the Special Section on Smart Tool and Applications for Graphics (STAG 2022)","year":2025,"lang":"en","type":"article","venue":"Computers & Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Università degli Studi di Cagliari","keywords":"Section (typography); Computer graphics (images); Computer science; Special section; Graphics; Operating system; Engineering; Engineering physics","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":[0.001849297,0.002417208,0.002373265,0.00313277,0.001799963,0.005019128,0.001730314,0.00914446,0.1970523],"category_scores_gemma":[0.005684295,0.0007449126,0.001331667,0.001495491,0.0008201986,0.002897494,0.003039694,0.006733301,0.2204169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401376,"about_ca_system_score_gemma":0.002240845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001908058,"about_ca_topic_score_gemma":0.005073975,"domain_scores_codex":[0.998489,0.0001880416,0.0001159861,0.0002190117,0.0008312457,0.0001566919],"domain_scores_gemma":[0.9929942,0.001184491,0.0004650145,0.0003234532,0.003401216,0.001631573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001722206,0.00001189678,0.00002090327,0.00006169022,0.000002356004,0.00002107523,0.000002488422,0.00001703491,0.0001344479,0.0001820271,0.987824,0.0117049],"study_design_scores_gemma":[0.00001055035,0.0000352386,0.0002568833,0.000123742,0.000007505773,0.00007733976,0.000009679477,0.0000747114,0.00009652205,0.0006865944,0.9986134,0.00000795447],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001603379,0.01278957,0.001761305,0.03578253,0.90078,0.0001839253,0.0004663378,0.0005143884,0.0475617],"genre_scores_gemma":[0.0009795198,0.009644181,0.001011437,0.04431554,0.4949414,0.0002227078,0.000813867,0.0007067345,0.4473646],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1970523,"threshold_uncertainty_score":0.6592056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01523278359755876,"score_gpt":0.286851498566172,"score_spread":0.2716187149686133,"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."}}