{"id":"W2405022506","doi":"10.1145/2858036.2858138","title":"ChronoFab","year":2016,"lang":"en","type":"article","venue":"","topic":"Human Motion and Animation","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Animation; Computer science; Computer graphics (images); Motion (physics); Computer animation; Depiction; Sculpture; Object (grammar); Artificial intelligence; Computer vision; Art; Visual arts","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000007904285,0.00001225457,0.00001022668,0.000007754023,0.000004083962,0.000002458833,0.0000101346,0.000005807962,0.002464121],"category_scores_gemma":[7.457787e-7,0.000007110906,0.00000479987,0.000007779271,0.000002004471,0.00003279117,9.990337e-7,0.000003984848,0.001560045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007549662,"about_ca_system_score_gemma":4.114716e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.081173e-7,"about_ca_topic_score_gemma":7.991662e-7,"domain_scores_codex":[0.9999275,6.661676e-7,0.00001940737,0.00001383652,0.00001291799,0.00002567509],"domain_scores_gemma":[0.9999637,0.000001887878,8.038303e-7,0.00002250161,0.000001998954,0.000009127231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.27868e-7,0.000008206644,0.0004664552,0.00002207266,0.000009966708,7.963114e-7,0.0000975357,0.0002679353,0.3188856,0.06246099,0.1351039,0.4826759],"study_design_scores_gemma":[0.000465387,0.0000147258,0.01958208,0.00002184487,0.000001560383,0.000001711548,0.000009778262,0.008822626,0.06294207,0.001414654,0.9065595,0.0001640656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1202608,0.00001035625,0.3958716,0.0002707221,0.0001317481,0.00002204222,5.726758e-7,0.0007047383,0.4827275],"genre_scores_gemma":[0.9955571,0.000004914531,0.0001768325,0.00002720164,0.00002705051,6.488275e-7,1.81572e-7,0.000002452167,0.004203611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8752964,"threshold_uncertainty_score":0.9992173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005362820781417876,"score_gpt":0.1623393582375933,"score_spread":0.1569765374561754,"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."}}