{"id":"W2027214577","doi":"10.1007/s10851-007-0039-0","title":"Measuring Elongation from Shape Boundary","year":2007,"lang":"en","type":"article","venue":"Journal of Mathematical Imaging and Vision","topic":"Image Retrieval and Classification Techniques","field":"Computer Science","cited_by":59,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Science and Engineering Research Board; Serbian Academy of Sciences and Arts; University of Exeter; University of Ottawa","keywords":"Measure (data warehouse); Boundary (topology); Elongation; Shape analysis (program analysis); Active shape model; Mathematics; Geometry; Mathematical analysis; Computer science; Artificial intelligence; Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008307541,0.000797088,0.001047545,0.002289162,0.0004152966,0.001631884,0.0006926163,0.001231099,0.002315219],"category_scores_gemma":[0.00489962,0.0005536658,0.0003892528,0.0011325,0.0008082522,0.001881534,0.001653896,0.001115819,0.001758719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005090706,"about_ca_system_score_gemma":0.0004088288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009005384,"about_ca_topic_score_gemma":0.0008230386,"domain_scores_codex":[0.999223,0.0001091663,0.00004291305,0.0002102483,0.0003219154,0.00009267264],"domain_scores_gemma":[0.996362,0.001257068,0.0005784467,0.000637507,0.0007833395,0.0003816614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001379825,0.0001840402,0.03493214,0.0002378986,0.00008217181,0.0004128996,0.0003620226,0.04695461,0.401299,0.00515443,0.001899785,0.5071012],"study_design_scores_gemma":[0.00004667591,0.0004885041,0.05700111,0.00007958898,0.00008979607,0.001512819,0.000314154,0.7616732,0.167318,0.007691212,0.003673214,0.0001117929],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5146316,0.0008307442,0.4764977,0.0001426076,0.00009018447,0.00007181238,0.0003033006,0.002479421,0.00495261],"genre_scores_gemma":[0.9323517,0.0002966479,0.06524791,0.00004596008,0.00006078997,0.00003870093,0.0004760957,0.0004042391,0.001077847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002315219,"threshold_uncertainty_score":0.007745206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695966296461418,"score_gpt":0.3093410625524184,"score_spread":0.2823813995878043,"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."}}