{"id":"W4412536966","doi":"10.1109/icssas66150.2025.11080760","title":"Intelligent Adaptive Systems for Visual Training and Assistance","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Data Processing Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Training (meteorology); Artificial intelligence; Human–computer interaction","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":[0.00007329262,0.00007597809,0.0001075771,0.00004939344,0.00003469672,0.00003231819,0.00005543373,0.00003588075,0.000001289912],"category_scores_gemma":[0.00002670834,0.00007258981,0.00001072987,0.00007484439,0.00001959261,0.0001119629,0.00001780614,0.00004867147,5.195553e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004239463,"about_ca_system_score_gemma":0.000009785544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002281368,"about_ca_topic_score_gemma":0.00000421085,"domain_scores_codex":[0.9996239,0.000003243972,0.0001130946,0.0001123875,0.00003298858,0.0001144118],"domain_scores_gemma":[0.9998078,0.00006558902,0.00001072808,0.00007119227,0.00002497999,0.00001965425],"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":[0.00006472199,0.0000356295,0.0001295826,0.001254891,0.0001833648,0.000003637144,0.0008814227,0.01035659,0.004984862,0.3076236,0.02430148,0.6501802],"study_design_scores_gemma":[0.0002050546,0.00007235042,0.00005715666,0.0003699997,0.00001613121,0.000003035377,0.00150145,0.8392031,0.02206211,0.00835793,0.1278608,0.0002908864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0005609597,0.002651239,0.9911284,0.00001379032,0.0001035599,0.0001750306,0.00001150491,0.0006914529,0.004664099],"genre_scores_gemma":[0.8866785,0.0002134659,0.1124204,0.00003277303,0.00002426083,0.000130526,0.000008423742,0.00001658028,0.0004750756],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8861175,"threshold_uncertainty_score":0.2960126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306050592782018,"score_gpt":0.3114258542981814,"score_spread":0.2783653483703613,"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."}}