{"id":"W2739421143","doi":"10.1145/3072959.3073639","title":"FlowRep","year":2017,"lang":"en","type":"article","venue":"ACM Transactions on Graphics","topic":"Computer Graphics and Visualization Techniques","field":"Computer Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Descriptive geometry; Curvature; Computer science; Surface (topology); Polygon mesh; Computer graphics; Geometry; Computer graphics (images); Isotropy; Graphics; Similarity (geometry); Artificial intelligence; Mathematics; Image (mathematics); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001998235,0.0001366622,0.0001188721,0.0002813292,0.001163079,0.0005871489,0.002647167,0.0000873711,0.00001483935],"category_scores_gemma":[0.00002878847,0.0001346135,0.0001491415,0.0002573602,0.00009418651,0.0005903588,0.00004718158,0.0002102488,0.00001837988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009729987,"about_ca_system_score_gemma":0.00003045354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003414131,"about_ca_topic_score_gemma":0.00003456134,"domain_scores_codex":[0.9990096,0.00002921473,0.000171908,0.0003501831,0.000248477,0.0001906135],"domain_scores_gemma":[0.9967351,0.00006460919,0.00009919497,0.002902672,0.0001071316,0.00009132542],"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":[0.000002714574,0.0001329031,0.0002761567,0.000006308896,0.00002588426,0.000006819493,0.0001264449,0.000008179999,0.00003234015,0.9227657,0.000460377,0.07615612],"study_design_scores_gemma":[0.0009257348,0.0005532816,0.02366609,0.0001050279,0.00003377643,0.00004064908,0.00001191305,0.1823708,0.01861377,0.7160557,0.05662746,0.0009958603],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001685234,0.00001797327,0.9946607,0.001792813,0.0005219292,0.000108539,0.000003916605,0.0005082818,0.0007005711],"genre_scores_gemma":[0.9693836,0.0002489778,0.02923297,0.0009369243,0.00003283698,0.00002760843,0.000001121468,0.00001272596,0.0001232141],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9676984,"threshold_uncertainty_score":0.894558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03900963481026498,"score_gpt":0.3174028681974122,"score_spread":0.2783932333871472,"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."}}