{"id":"W2962360497","doi":"10.1111/cgf.13832","title":"Towards Robust Direction Invariance in Character Animation","year":2019,"lang":"en","type":"article","venue":"Computer Graphics Forum","topic":"Human Motion and Animation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Character animation; Gravitational singularity; Animation; Singularity; Invariant (physics); Robustness (evolution); Rotation (mathematics); Conic section; Kinematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00101484,0.0006975703,0.000660801,0.000774465,0.0002326729,0.0007409168,0.0009874188,0.0007635163,0.002281496],"category_scores_gemma":[0.003452897,0.00037315,0.0006461229,0.0005246336,0.0006952699,0.00128263,0.001121588,0.001352512,0.000609931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000422806,"about_ca_system_score_gemma":0.0003417478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002095232,"about_ca_topic_score_gemma":0.001261125,"domain_scores_codex":[0.9995062,0.0001372309,0.00002419914,0.0001382954,0.0001349065,0.00005915516],"domain_scores_gemma":[0.9990472,0.0003277155,0.000117218,0.0002244604,0.0002175346,0.00006585274],"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":[0.0003072371,0.0001322111,0.001583478,0.0001084808,0.00008342993,0.0000641716,0.00009747167,0.4872913,0.05306883,0.01076334,0.002561276,0.4439388],"study_design_scores_gemma":[0.000007378526,0.00004571068,0.000213504,0.000004591815,0.000004684994,0.00001565682,0.000005661992,0.9925283,0.003779799,0.002751902,0.0006375868,0.000005201705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04416956,0.0002625268,0.9515914,0.0001919924,0.00008759666,0.00003936463,0.00004907966,0.001898832,0.001709648],"genre_scores_gemma":[0.7436928,0.0001991193,0.252487,0.0001461332,0.000074408,0.00004351478,0.0002377521,0.0003207049,0.002798603],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002281496,"threshold_uncertainty_score":0.007632315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01243101004168527,"score_gpt":0.1976056556761839,"score_spread":0.1851746456344986,"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."}}