{"id":"W4409795697","doi":"10.61091/jcmcc127b-481","title":"Research on structural surface feature refinement method based on fractal geometry in industrial design","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Simulation and Modeling Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fractal; Feature (linguistics); Geometry; Surface (topology); Computer science; Engineering drawing; Mathematics; Engineering; Mathematical analysis","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":[0.003298505,0.0002272954,0.0004961709,0.0006527588,0.000203906,0.0001766027,0.0002951206,0.0002725095,0.00000604832],"category_scores_gemma":[0.0004638846,0.0002080509,0.00009017157,0.000907514,0.00003258471,0.00006333364,0.00006039158,0.001382843,0.000001520483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754978,"about_ca_system_score_gemma":0.0001579086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006013073,"about_ca_topic_score_gemma":1.83707e-7,"domain_scores_codex":[0.9978141,0.0002476061,0.0007316252,0.0001901434,0.000706327,0.0003101891],"domain_scores_gemma":[0.9964323,0.002668025,0.0002031345,0.0002458401,0.0003427102,0.0001079885],"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":[0.0002272145,0.000248632,0.00008917257,0.00007987369,0.00005350668,0.000007272721,0.0001985366,0.7224491,0.000292515,0.2724847,0.001410875,0.002458633],"study_design_scores_gemma":[0.005128284,0.0004315605,0.0001027555,0.0005540204,0.00002554833,0.000003167802,0.0001788108,0.8842974,0.001266749,0.1072157,0.0006099581,0.0001860868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9157661,0.0001165675,0.07043663,0.00049569,0.0106295,0.0006025319,0.00000317235,0.00007505649,0.001874713],"genre_scores_gemma":[0.9843007,0.000005625865,0.01511928,0.00003201253,0.0005032993,0.000002819742,0.000001733799,0.00002667072,0.000007813095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.165269,"threshold_uncertainty_score":0.8484068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06059316918569459,"score_gpt":0.3609866482770156,"score_spread":0.300393479091321,"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."}}