{"id":"W2281913576","doi":"10.54294/j0ws9u","title":"VascuSynth: Vascular Tree Synthesis Software","year":2011,"lang":"en","type":"article","venue":"The Insight Journal","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Software; Computer science; Tree (set theory); Segmentation; Hierarchy; License; Data mining; Artificial intelligence; Mathematics; Programming language; Operating system","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":[0.0005317893,0.0001603914,0.0001670729,0.00007036583,0.0002314749,0.00005351788,0.0005714463,0.0001076485,0.0003480942],"category_scores_gemma":[0.000291453,0.0001001584,0.000352817,0.0001060105,0.0001132507,0.000008834294,0.0001386701,0.0002196227,0.00003991676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001512178,"about_ca_system_score_gemma":0.00005341708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002470194,"about_ca_topic_score_gemma":0.00002782972,"domain_scores_codex":[0.9989359,0.0001727291,0.0002474323,0.0001983319,0.0002107247,0.0002348323],"domain_scores_gemma":[0.998979,0.00002715925,0.0001337852,0.0006352597,0.0001319174,0.00009288822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001687841,0.0003863643,0.004407299,0.00001805618,0.001901373,0.0001639207,0.001138788,0.000009790244,0.7840276,0.0001079401,0.05890781,0.1487622],"study_design_scores_gemma":[0.000143284,0.00009671378,0.0025227,0.00001893075,0.0002322304,0.0002626453,0.00007588672,0.000009681341,0.8993239,0.0006610326,0.09644178,0.0002112299],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8028342,0.01140756,0.1187993,0.0003972943,0.0002770936,0.0004088907,0.000006038971,0.0001719151,0.06569771],"genre_scores_gemma":[0.9885258,0.002065977,0.007655801,0.0004357655,0.0005178208,0.00001844099,0.000004407221,0.00004368918,0.0007322959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1856916,"threshold_uncertainty_score":0.4084341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01830987653774838,"score_gpt":0.2263399763906539,"score_spread":0.2080300998529055,"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."}}