{"id":"W4412673659","doi":"10.1145/3731148","title":"Shape Space Spectra","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Space (punctuation); Computer science; Computer graphics (images); Geometry; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.000059549,0.0001207436,0.000123234,0.0003568222,0.0001224879,0.00002859066,0.0001869025,0.00008364501,0.0001178788],"category_scores_gemma":[0.000007568867,0.0001261956,0.0001554369,0.0008051418,0.00002487922,0.00004941893,0.000001361123,0.0002875966,0.00004074482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002333568,"about_ca_system_score_gemma":0.00000997091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001228926,"about_ca_topic_score_gemma":0.00005666699,"domain_scores_codex":[0.999451,0.000009580835,0.0001283413,0.0001447907,0.0001014095,0.0001648112],"domain_scores_gemma":[0.9994553,0.00006057109,0.000006976082,0.0004105459,0.00002482345,0.00004175313],"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":[0.00001781176,0.0001926367,0.0001921801,0.0001380863,0.0008546049,0.00001080626,0.0002795375,0.8820631,0.001939602,0.006285409,0.002577895,0.1054483],"study_design_scores_gemma":[0.0003957483,0.00003498448,0.0004894463,0.00009822135,0.0002910777,0.000002622164,0.0001245861,0.9682347,0.007788292,0.01606728,0.006085643,0.0003874703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02575406,0.0002920288,0.9669076,0.001407593,0.0002979553,0.0000522481,0.00001216194,0.0005711996,0.004705166],"genre_scores_gemma":[0.9962458,0.0006604448,0.002261973,0.0002155172,0.00001741874,0.00001109718,0.00000292449,0.00001726803,0.0005675497],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9704918,"threshold_uncertainty_score":0.5146106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01141105517633942,"score_gpt":0.2298799750311624,"score_spread":0.218468919854823,"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."}}