{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001015236,0.00009221271,0.0001004068,0.0001973205,0.00002519855,0.00005084544,0.00007391632,0.00006938679,0.00006349415],"category_scores_gemma":[0.000001810268,0.0001006307,0.00003791492,0.0002443397,0.000007502806,0.0003169154,0.00001820193,0.0001380615,0.0001585021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003919279,"about_ca_system_score_gemma":0.000004777881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005549298,"about_ca_topic_score_gemma":0.00003365301,"domain_scores_codex":[0.9994459,0.00001593079,0.0001645304,0.0001257492,0.00009404524,0.0001538222],"domain_scores_gemma":[0.999796,0.000007964501,0.00002427876,0.0001194557,0.00002480799,0.00002747995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004061585,0.0003039661,0.131552,0.0008958131,0.0001186132,0.00001441463,0.002995258,0.1417636,0.01179152,0.5452635,0.01721177,0.1480489],"study_design_scores_gemma":[0.0002624718,0.00002664596,0.2281796,0.00005272004,0.000001544744,0.000002490808,0.000006849703,0.7627502,0.0001968358,0.0008146004,0.007574037,0.0001319838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7347207,0.00005361212,0.2571005,0.0003027633,0.001923207,0.0002994566,0.000003469913,0.0004631191,0.005133203],"genre_scores_gemma":[0.9984002,0.00003593914,0.001136492,0.0002028683,0.0001031824,0.000008038324,0.0000295134,0.00001710049,0.00006666186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6209866,"threshold_uncertainty_score":0.4103602,"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."}}