{"id":"W4242718199","doi":"10.1145/2601097.2601197","title":"PushPull++","year":2014,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"Seventh Framework Programme","keywords":"Computer science; Enhanced Data Rates for GSM Evolution; Vertex (graph theory); Face (sociological concept); Computer graphics (images); Algorithm; Computer vision; Theoretical computer science; Graph","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":[0.00008473479,0.00009768805,0.00009977305,0.0001787307,0.0000986635,0.00002000099,0.0001554728,0.0000680681,0.0000650879],"category_scores_gemma":[0.000009395141,0.00009719936,0.0001219864,0.0003148663,0.00001934567,0.00004633917,7.761678e-7,0.000201953,0.0000864094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009177537,"about_ca_system_score_gemma":0.000002251445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000890622,"about_ca_topic_score_gemma":0.00003623996,"domain_scores_codex":[0.9995127,0.00001314554,0.0001116676,0.0001104157,0.0001110876,0.0001409908],"domain_scores_gemma":[0.9994615,0.00005761983,0.000007131589,0.0003953627,0.00002060688,0.00005774165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000003888644,0.00006065402,0.00007245992,0.00003322005,0.0001564216,0.000001114511,0.0001259818,0.8674991,0.0004521911,0.000814872,0.0005374773,0.1302427],"study_design_scores_gemma":[0.0002620686,0.00004927001,0.0002101523,0.00002562371,0.0001189574,0.000003636165,0.00002933222,0.9777351,0.002362,0.00953445,0.009352073,0.000317347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02570258,0.00004594172,0.9717771,0.00029455,0.0001888332,0.00002415908,0.000005678616,0.0004446256,0.001516553],"genre_scores_gemma":[0.9976699,0.0001714529,0.001787904,0.0001834068,0.00003318351,0.00000913751,0.000003354402,0.00002322086,0.0001184152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9719673,"threshold_uncertainty_score":0.3963675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203855179524369,"score_gpt":0.206439124358186,"score_spread":0.1944005725629423,"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."}}