{"id":"W90656021","doi":"","title":"Topological shape signature for 3D object modelling","year":2006,"lang":"en","type":"article","venue":"international conference on Modelling and simulation","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Topology (electrical circuits); Invariant (physics); Topological graph; Graph; Signature (topology); Computer science; Mathematics; Theoretical computer science; Geometry; Combinatorics","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":[0.0001107913,0.0001451147,0.0001403999,0.0001162607,0.00009014508,0.00009727801,0.00008258607,0.0001257892,0.00006581952],"category_scores_gemma":[0.000007036432,0.0001364215,0.00006841298,0.00004908255,0.00001838097,0.0001031068,0.000008253358,0.0001441088,0.000006171113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003369562,"about_ca_system_score_gemma":0.000008629868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002909492,"about_ca_topic_score_gemma":0.000004860482,"domain_scores_codex":[0.9992044,0.00001056582,0.0002245525,0.0002315762,0.0001810799,0.0001478061],"domain_scores_gemma":[0.9995908,0.0001052096,0.00003334988,0.0000778443,0.0001602276,0.00003255181],"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":[0.00002430158,0.00001456126,0.00002125105,0.000008384694,0.00002080923,5.926003e-7,0.00003607272,0.9895261,0.0001131448,0.00683942,0.00001393636,0.003381461],"study_design_scores_gemma":[0.0002229101,0.00002320022,0.000003232209,0.0000333721,0.00001702073,4.359096e-7,0.00001564871,0.9757252,0.00008442027,0.02352399,0.0001926544,0.0001579282],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1528039,0.0001101549,0.8434793,0.00009571383,0.0001336095,0.0000754033,0.00002305502,0.000133619,0.003145234],"genre_scores_gemma":[0.985642,0.00007306238,0.01350946,0.00003570967,0.0002311513,0.00001282758,0.0001414757,0.00001754365,0.0003367888],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8328381,"threshold_uncertainty_score":0.5563107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05679521185401772,"score_gpt":0.2818934000685382,"score_spread":0.2250981882145205,"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."}}