{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003258739,0.0008099338,0.0004244518,0.0009322477,0.0004220904,0.001742532,0.0008154686,0.001017213,0.01281714],"category_scores_gemma":[0.001366241,0.0004338351,0.000824464,0.0004824568,0.0006451224,0.001819627,0.00126493,0.0009673453,0.004458991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004949784,"about_ca_system_score_gemma":0.0005580873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009036607,"about_ca_topic_score_gemma":0.001043789,"domain_scores_codex":[0.9997165,0.00003120492,0.00001250067,0.00007456744,0.0001372137,0.00002810792],"domain_scores_gemma":[0.9996136,0.00008676844,0.00003194442,0.0001175922,0.0001175743,0.00003257691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001473144,0.00008530807,0.001621281,0.0002202211,0.00005820612,0.0002622782,0.0003158079,0.4100855,0.08077867,0.2028147,0.01042087,0.2931898],"study_design_scores_gemma":[0.000008708083,0.0000375995,0.0006350648,0.00002544189,0.00001020519,0.0002336092,0.00007748103,0.8808057,0.01203923,0.08934587,0.01674984,0.0000312425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01335493,0.0001742484,0.9717216,0.0001514617,0.00007017292,0.00003726699,0.0003238197,0.001166893,0.01299968],"genre_scores_gemma":[0.5898719,0.0007905075,0.3776518,0.0003883702,0.0001052133,0.0002089539,0.001406166,0.002046517,0.02753055],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01281714,"threshold_uncertainty_score":0.04287761,"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."}}