{"id":"W7118066892","doi":"10.23977/jaip.2025.080405","title":"AI-Driven Reverse Engineering of Biomimetic Structures via GNN-GAN Synergy","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reverse engineering; Property (philosophy); Generative grammar; Graph; Adversarial system; Artificial neural network","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005231944,0.0006413929,0.000375038,0.0002884634,0.0001613521,0.0004095805,0.0008019151,0.0006699555,0.001499388],"category_scores_gemma":[0.001136048,0.0002845654,0.0004255417,0.0001909022,0.0007897125,0.0006937826,0.0009419584,0.0009140666,0.000328918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000532106,"about_ca_system_score_gemma":0.0004504652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001187562,"about_ca_topic_score_gemma":0.002208324,"domain_scores_codex":[0.9998469,0.00004246589,0.000004556171,0.00003247092,0.00005593771,0.00001762167],"domain_scores_gemma":[0.9996806,0.0001752203,0.00003619864,0.00004790274,0.00003866975,0.00002142431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001724021,0.00001361992,0.0002221417,0.0000263937,0.00001187083,0.00005935017,0.00002332304,0.9657218,0.005076448,0.01582927,0.0005674708,0.01243111],"study_design_scores_gemma":[0.000001383132,0.000009455389,0.0000195181,0.000002335675,0.000001425049,0.00001410485,0.000002297059,0.9946009,0.0005948561,0.004414248,0.0003379635,0.000001563872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02756355,0.00024428,0.9623636,0.0003282703,0.00005116609,0.00003646858,0.00004674841,0.0005086598,0.008857358],"genre_scores_gemma":[0.839046,0.0002547765,0.1523277,0.0002931397,0.00002658906,0.0001192688,0.0001496393,0.0002344936,0.007548511],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001499388,"threshold_uncertainty_score":0.005015969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374847465421964,"score_gpt":0.2938706667970641,"score_spread":0.2801221921428445,"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."}}