{"id":"W4411793007","doi":"10.18280/ts.420339","title":"Adaptive Enhancement Strategy for Multimodal Image Fusion in Behavior Monitoring for Remote Education Environments","year":2025,"lang":"en","type":"article","venue":"Traitement du signal","topic":"Advanced Image Fusion Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Image fusion; Computer science; Computer vision; Image (mathematics); Artificial intelligence; Fusion; Remote sensing; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001400725,0.0001959631,0.0001680359,0.000166835,0.00007081299,0.00002429554,0.0001277091,0.00006688682,0.00005775289],"category_scores_gemma":[0.000009374375,0.0002219812,0.0000645735,0.00009140425,0.0000207973,0.0002131236,0.00002869285,0.00009557122,0.000002824321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003808139,"about_ca_system_score_gemma":0.00003584163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001508328,"about_ca_topic_score_gemma":0.000004462715,"domain_scores_codex":[0.9989629,0.00001331175,0.0003564067,0.0002617183,0.0001287377,0.0002768902],"domain_scores_gemma":[0.999688,0.00005349466,0.00004841552,0.0001364392,0.00003232726,0.00004137166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000773419,0.0002105206,0.0001092755,0.00007165039,0.00001289469,6.799907e-7,0.00009207901,0.002125405,0.6060533,0.00006551058,0.0002686629,0.3909127],"study_design_scores_gemma":[0.001539548,0.0002859776,0.005468377,0.0002505572,0.00004645165,3.824119e-7,0.0003646504,0.07865269,0.9099854,0.001000874,0.002090316,0.0003147369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1242734,0.0001428532,0.8724476,0.0000199702,0.000271849,0.002374164,0.00003038675,0.000118371,0.0003214423],"genre_scores_gemma":[0.8130568,0.00006703469,0.1847329,0.00001807743,0.00009371871,0.001614259,0.00005163385,0.00003137997,0.0003342639],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6887833,"threshold_uncertainty_score":0.9052131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01658340674191133,"score_gpt":0.2981803055263476,"score_spread":0.2815968987844363,"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."}}