{"id":"W4410049275","doi":"10.1145/3722570.3726877","title":"A Semi-automated Mesh Editing Pipeline for HRTF Simulation","year":2025,"lang":"en","type":"article","venue":"","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pipeline (software); Computer science; Computer graphics (images); Speech recognition; Operating system","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":[0.00008977589,0.00007233938,0.0001081378,0.00009593375,0.00004553607,0.00002443046,0.0000448971,0.00004725955,0.00003103921],"category_scores_gemma":[0.00005874912,0.00006864435,0.00006214107,0.0001928068,0.000003212176,0.0000444537,0.000007902038,0.00003949059,0.00000994672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002237916,"about_ca_system_score_gemma":0.00000585568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007447032,"about_ca_topic_score_gemma":0.000008724232,"domain_scores_codex":[0.9995662,0.000003984459,0.0001657355,0.00009252802,0.00004926378,0.000122275],"domain_scores_gemma":[0.9997434,0.00008119391,0.00001017033,0.00008788889,0.00005841827,0.00001891826],"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":[0.000001042576,0.000003784464,0.00003414511,0.00003927612,0.00002872431,1.332588e-7,0.00002070811,0.9875737,0.0004817689,0.00008033136,0.007658907,0.004077441],"study_design_scores_gemma":[0.0001676614,0.00000186123,0.000008076589,0.00002797202,0.00003922245,5.984039e-8,0.00003827981,0.9967051,0.001266674,0.0001885272,0.001489487,0.00006704008],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009255188,0.00007175037,0.982004,0.0001085912,0.000152517,0.00006913999,0.000005099402,0.001830789,0.006502871],"genre_scores_gemma":[0.9955559,0.000004294627,0.001868521,0.00008865524,0.0001215001,0.00001134019,0.00003403737,0.00001173231,0.002304028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9863007,"threshold_uncertainty_score":0.2799235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01077254424554999,"score_gpt":0.2717735992985176,"score_spread":0.2610010550529676,"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."}}