{"id":"W4412160648","doi":"10.1063/5.0283520","title":"Remote sensing image detection method based on context-aware mechanism and transformer architecture","year":2025,"lang":"en","type":"article","venue":"AIP Advances","topic":"Remote Sensing and Land Use","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thales (Canada)","funders":"","keywords":"Computer science; Architecture; Mechanism (biology); Context (archaeology); Transformer; Remote sensing; Artificial intelligence; Computer vision; Pattern recognition (psychology); Geology; Engineering; Electrical engineering; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002088908,0.0001448693,0.0001677627,0.0001222406,0.0002296548,0.00005483957,0.00004982247,0.0000664514,0.00003462113],"category_scores_gemma":[0.00003922783,0.0001057694,0.00004906752,0.0001723394,0.00004588625,0.000103821,0.000001626665,0.0001825025,0.000008943843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003843868,"about_ca_system_score_gemma":0.00002292881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008435067,"about_ca_topic_score_gemma":0.006048932,"domain_scores_codex":[0.9991367,0.0001198845,0.0001288853,0.0002833276,0.0001260387,0.0002051475],"domain_scores_gemma":[0.9994403,0.0003088886,0.00003696174,0.0001281834,0.0000254777,0.00006020063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001045479,0.000002003235,0.00009521287,0.00002803054,0.000007403283,0.00001006983,0.00006892273,0.001350421,0.0006890989,0.00001408641,0.000007265698,0.997623],"study_design_scores_gemma":[0.0008191445,0.0003026606,0.005582579,0.0002346402,0.00004932009,0.00003916497,0.0003250669,0.916365,0.02553795,0.02609332,0.02433639,0.0003147383],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04741715,0.0005099102,0.9399706,0.001100494,0.0004503964,0.0001678512,0.00001832024,0.00009601756,0.01026927],"genre_scores_gemma":[0.9593014,0.0001302232,0.03882529,0.001528197,0.0000499714,2.250471e-8,0.00001359797,0.000003901599,0.0001474603],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9973082,"threshold_uncertainty_score":0.4313152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005890909029044801,"score_gpt":0.2403123319292803,"score_spread":0.2344214229002355,"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."}}