{"id":"W4406400762","doi":"10.1049/icp.2024.4478","title":"Exploring the frontier: recent advances and evaluations in vision transformers","year":2025,"lang":"en","type":"article","venue":"IET conference proceedings.","topic":"Infrared Target Detection Methodologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Frontier; Computer science; Geography; Archaeology","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":[0.0004605621,0.0001137988,0.0001310692,0.0001540046,0.00009708967,0.00008128574,0.0001122824,0.0000419635,0.00002253635],"category_scores_gemma":[0.0002139089,0.00008956097,0.00001857479,0.0003835066,0.00005901909,0.0006466461,0.00001948173,0.0002259743,0.000002662418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006118139,"about_ca_system_score_gemma":0.00002430096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002732218,"about_ca_topic_score_gemma":0.00001144633,"domain_scores_codex":[0.9993395,0.00001428596,0.0001900935,0.0001566848,0.0001140651,0.0001853683],"domain_scores_gemma":[0.999737,0.00006459842,0.00001790248,0.0000489234,0.0001104765,0.00002111344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002680156,0.000008242749,0.002050349,0.0001927962,0.00002035655,3.22851e-7,0.003960156,0.000995586,0.01205773,0.002522483,0.0003263566,0.9778388],"study_design_scores_gemma":[0.002193563,0.0002603496,0.1068874,0.001099802,0.0001240652,0.00001169407,0.04827443,0.1948977,0.3149013,0.07621631,0.2539043,0.00122909],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8926117,0.005728031,0.05487344,0.001923561,0.001790935,0.0007153889,0.00000477903,0.0005359483,0.04181622],"genre_scores_gemma":[0.9621676,0.02413866,0.0132374,0.00005088918,0.00002778133,0.000283364,0.00000110596,0.00001167683,0.00008153856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9766097,"threshold_uncertainty_score":0.365219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09002086836093286,"score_gpt":0.3240208089559113,"score_spread":0.2339999405949784,"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."}}