{"id":"W2923183188","doi":"10.1145/3355089.3356494","title":"LOGAN","year":2019,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Generative Adversarial Networks and Image Synthesis","field":"Computer Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Autoencoder; Translation (biology); Artificial neural network; Domain (mathematical analysis); Key (lock); Pattern recognition (psychology); Encoding (memory); Deep learning; Shape analysis (program analysis)","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":[0.0001102412,0.0001051858,0.000103469,0.0001285099,0.000135636,0.00007391465,0.0006874703,0.00005929973,0.0001153112],"category_scores_gemma":[0.000006682039,0.00009515812,0.0001101312,0.0005008592,0.00002933267,0.0003206884,0.000009497115,0.0001722879,0.000295249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001087344,"about_ca_system_score_gemma":0.00002352232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001510598,"about_ca_topic_score_gemma":0.00001787917,"domain_scores_codex":[0.9992182,0.00004772985,0.0001092651,0.0002768762,0.0001657685,0.0001821252],"domain_scores_gemma":[0.9988801,0.0001276041,0.00002873006,0.0008542989,0.00004911707,0.00006015612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005900767,0.0008946523,0.001444546,0.00003906776,0.000377909,0.00002613568,0.00130968,0.07004533,0.008664307,0.1311507,0.00347283,0.7825158],"study_design_scores_gemma":[0.00378523,0.002102788,0.016529,0.0001565562,0.0001404353,0.00006851341,0.0003136331,0.4630377,0.1036511,0.140571,0.2669092,0.002734769],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003341546,0.00002887262,0.9924854,0.002070139,0.0005765118,0.0001100764,0.000002627087,0.0001118957,0.001272914],"genre_scores_gemma":[0.9536086,0.00007075134,0.04469473,0.001121771,0.00002847475,0.000007511898,7.515696e-7,0.000007949324,0.0004594063],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9502671,"threshold_uncertainty_score":0.3880436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.013793784853277,"score_gpt":0.2229376142580692,"score_spread":0.2091438294047922,"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."}}