{"id":"W3039747048","doi":"10.1145/3386569.3392380","title":"TilinGNN","year":2020,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Advanced Neural Network Applications","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Tile; Robustness (evolution); Graph; Convolutional neural network; Dual graph; Tessellation (computer graphics)","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":[0.00003377894,0.0001044938,0.00008639846,0.00006205138,0.0002156394,0.00003626266,0.001000684,0.00004740275,0.00001537789],"category_scores_gemma":[0.00001726309,0.0001059782,0.00008286353,0.001158061,0.0000425865,0.0002446591,0.00001320829,0.0002778907,0.0001315297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008588809,"about_ca_system_score_gemma":0.00001889899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001241127,"about_ca_topic_score_gemma":0.000003436073,"domain_scores_codex":[0.9991661,0.00002037758,0.0001373648,0.000335333,0.0001692027,0.0001716068],"domain_scores_gemma":[0.9988828,0.0001456854,0.00003469717,0.0007512117,0.00003973762,0.0001458252],"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":[0.00004241387,0.0004336275,0.0001960966,0.00003338781,0.00009651539,0.00002735406,0.001486368,0.04163254,0.004487913,0.3759834,0.003219445,0.572361],"study_design_scores_gemma":[0.001450954,0.0008279054,0.001594802,0.00003757844,0.00006842989,0.00004727488,0.00006574029,0.4042099,0.04111993,0.2808689,0.2682953,0.001413312],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008782029,0.00003090449,0.9723291,0.0257795,0.00009989453,0.0001247841,0.00000424684,0.0004644971,0.000288869],"genre_scores_gemma":[0.8829329,0.0001241587,0.1080892,0.008717006,0.00004511587,0.00004287416,0.000001439941,0.00001280456,0.00003447528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8820547,"threshold_uncertainty_score":0.4321667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04223254686823975,"score_gpt":0.2721270476595343,"score_spread":0.2298945007912946,"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."}}