{"id":"W3176301449","doi":"10.1109/cvpr46437.2021.00945","title":"Confluent Vessel Trees with Accurate Bifurcations","year":2021,"lang":"en","type":"article","venue":"","topic":"Topological and Geometric Data Analysis","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials; Vector Institute; University of Waterloo","funders":"","keywords":"Geodesic; Computer science; Pairwise comparison; Property (philosophy); Algorithm; Flow (mathematics); Voxel; Graph; Theoretical computer science; Topology (electrical circuits); Mathematics; Artificial intelligence; Geometry; Combinatorics","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":[0.00005286179,0.00005694665,0.00009085987,0.00007590363,0.00007428054,0.0001554817,0.000375324,0.00001798428,0.0004308229],"category_scores_gemma":[0.00004901607,0.00003396713,0.00003123481,0.001719964,0.00002869339,0.0002529765,0.0001534011,0.00004029895,0.0001580898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006436818,"about_ca_system_score_gemma":0.00004741923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004686349,"about_ca_topic_score_gemma":0.00006874502,"domain_scores_codex":[0.9993731,0.00002366865,0.0000937758,0.0002451727,0.0001395927,0.0001246301],"domain_scores_gemma":[0.9992986,0.00007381059,0.00002699342,0.0004268396,0.0001065287,0.00006720282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002166334,0.0002545246,0.003524381,0.000003160251,0.0001115564,0.0001030307,0.0001118467,0.0005961902,0.0004250183,0.9377825,0.008605474,0.04848018],"study_design_scores_gemma":[0.001147563,0.0003063711,0.2244703,0.00001778653,0.0001121079,0.0001355375,0.0005539047,0.03690196,0.01921832,0.01825208,0.6980081,0.0008760244],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01184069,0.0001615884,0.9613238,0.009774862,0.0000447592,0.00002691838,0.00000595047,0.000122693,0.01669873],"genre_scores_gemma":[0.9483321,0.00004512597,0.04096702,0.001470678,0.00001866418,0.000007608192,0.00001822093,0.000001854874,0.009138671],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9364915,"threshold_uncertainty_score":0.4717208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02151161456830931,"score_gpt":0.2526539312276843,"score_spread":0.231142316659375,"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."}}