{"id":"W2902132986","doi":"10.1145/3272127.3275061","title":"Construction and fabrication of reversible shape transforms","year":2018,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Simon Fraser University","funders":"Science and Technology Planning Project of Guangdong Province; National Natural Science Foundation of China-Yunnan Joint Fund; Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Boundary (topology); Computer science; Construct (python library); Hinge; Algorithm; Geometric shape; Geometry; Computer vision; Artificial intelligence; Mathematics; Mathematical analysis; Physics; Classical mechanics","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":[0.0004027017,0.0005089826,0.0004509264,0.0006307945,0.0004204363,0.0009477671,0.0009111302,0.0006374464,0.003583896],"category_scores_gemma":[0.001546878,0.0005176786,0.0007776045,0.000464625,0.001010943,0.001315716,0.001480894,0.001170858,0.001174083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000341965,"about_ca_system_score_gemma":0.0003289077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001528354,"about_ca_topic_score_gemma":0.0002571697,"domain_scores_codex":[0.9994804,0.00005407864,0.00002582174,0.0001228407,0.0002444423,0.00007235989],"domain_scores_gemma":[0.999531,0.0001437904,0.00005597851,0.0001880311,0.00005082355,0.00003031668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001549233,0.00009318059,0.001218395,0.0002531611,0.00004131907,0.0008138653,0.0004813451,0.1433771,0.3215924,0.3489697,0.002575567,0.180429],"study_design_scores_gemma":[0.00005448284,0.0003093727,0.000561669,0.00004652411,0.00002414915,0.00132133,0.0001506998,0.5060955,0.3571162,0.09814856,0.03607842,0.00009307907],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07849541,0.0001450121,0.9068326,0.00009490173,0.00007947309,0.00007403624,0.0001193659,0.000811866,0.01334736],"genre_scores_gemma":[0.5186511,0.0002543,0.4740784,0.0001093282,0.00003193439,0.0001509971,0.0003305342,0.0003805191,0.006012883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003583896,"threshold_uncertainty_score":0.01198936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01520738173782491,"score_gpt":0.2392978014158993,"score_spread":0.2240904196780744,"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."}}