{"id":"W4412873308","doi":"10.36227/techrxiv.175296354.41559255/v1","title":"An Interactive Immersive Environment for TOPSIS Design of UAM Aircraft","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Spacecraft Design and Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Interactive design; Computer science; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009510475,0.000263951,0.0004092281,0.0002537757,0.00001692675,0.000009721263,0.0003552422,0.000434258,0.0001939098],"category_scores_gemma":[0.00001903823,0.0002743811,0.0001362419,0.00004954679,0.00004543087,0.0000437291,0.0001496625,0.0003184393,0.000009641134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001735995,"about_ca_system_score_gemma":0.00003570942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003872565,"about_ca_topic_score_gemma":0.000004221494,"domain_scores_codex":[0.999091,0.00002741038,0.000256516,0.0003312931,0.00007999588,0.0002138053],"domain_scores_gemma":[0.9991328,0.0001841594,0.00006073631,0.0005479215,0.00003109044,0.00004328207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002660482,0.0003553492,0.000152439,0.001155506,0.002170111,0.0000125904,0.001859489,0.7855476,0.1381802,0.003344942,0.01367941,0.05327638],"study_design_scores_gemma":[0.0007544372,0.0003290422,0.0001156494,0.0001860986,0.0002592745,0.000002688023,0.001033853,0.3250395,0.6594996,0.005770441,0.006296912,0.0007125593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001431982,0.0002118391,0.9947668,0.000102934,0.0004349455,0.0009945149,0.0000750331,0.0002443316,0.001737619],"genre_scores_gemma":[0.8284135,0.000420057,0.1688688,0.00006343557,0.00005674624,0.0007394805,0.00007347408,0.00005623607,0.001308178],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8269816,"threshold_uncertainty_score":0.9999709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608291935864186,"score_gpt":0.2478285331165522,"score_spread":0.2317456137579103,"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."}}