{"id":"W4403921520","doi":"10.2139/ssrn.5004867","title":"Towards 4d Human Video Stylization","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Human Motion and Animation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Computer graphics (images); Artificial intelligence; Computer vision; Human–computer interaction","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007507658,0.0002530429,0.0002117458,0.0002847854,0.0001576159,0.0003907729,0.0002445474,0.0002363959,0.0002011179],"category_scores_gemma":[0.00001357023,0.0002554094,0.0001787869,0.0001125846,0.00002000191,0.0000813095,0.0001143629,0.004732476,0.0001786645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001759715,"about_ca_system_score_gemma":0.000875357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001320916,"about_ca_topic_score_gemma":0.0002693249,"domain_scores_codex":[0.9979988,0.00004139692,0.0003802036,0.0002043101,0.000274317,0.00110097],"domain_scores_gemma":[0.9996089,0.000004560425,0.00007588237,0.0001732244,0.00006637013,0.00007105133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003984199,0.00002845684,0.00002360799,0.000394378,0.0004646121,0.000008455177,0.0005929454,0.04074067,0.001861337,0.9123459,0.002084157,0.04145144],"study_design_scores_gemma":[0.0002102412,0.00006269542,0.0001521786,0.0002555841,0.00009225258,0.00010842,0.0002209013,0.02751701,0.0002372629,0.9673067,0.003464786,0.0003719793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4873006,0.02125166,0.4381387,0.001112115,0.004956022,0.0006031179,0.0000295002,0.002295064,0.04431317],"genre_scores_gemma":[0.9942469,0.002762227,0.0001179768,0.00002351754,0.001131097,0.00001078531,0.00006612615,0.00009096144,0.001550382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5069463,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01047222307795084,"score_gpt":0.2505613723005822,"score_spread":0.2400891492226313,"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."}}