{"id":"W2165944636","doi":"10.1109/icsmc.2007.4413785","title":"Image segmentation using joint clustering analysis of attribute data and relationship data","year":2007,"lang":"en","type":"article","venue":"","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Cluster analysis; Segmentation-based object categorization; Computer science; Image segmentation; Segmentation; Artificial intelligence; Pattern recognition (psychology); Scale-space segmentation; Data mining; Market segmentation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002286027,0.0008728839,0.001540632,0.005078182,0.0009741542,0.002510034,0.001369811,0.00133182,0.001030293],"category_scores_gemma":[0.00459234,0.0005999557,0.002075143,0.005094172,0.0009099112,0.002647403,0.001430826,0.001083964,0.00100282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001021512,"about_ca_system_score_gemma":0.00108327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004498115,"about_ca_topic_score_gemma":0.00454155,"domain_scores_codex":[0.9975532,0.0004997657,0.0001600581,0.0006699046,0.0009007719,0.0002162671],"domain_scores_gemma":[0.9975345,0.0006460032,0.0002748634,0.0005533668,0.000890776,0.000100524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004669766,0.0003167231,0.00900845,0.0002367389,0.0005239198,0.0001742235,0.000809202,0.118337,0.06552885,0.01671502,0.003567009,0.7843158],"study_design_scores_gemma":[0.0000206223,0.0001189221,0.00591928,0.00001947495,0.0001177815,0.0002108616,0.0002306847,0.9493238,0.02481131,0.01492192,0.004236839,0.00006848973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02871389,0.0001876384,0.9689974,0.000093947,0.00002605505,0.00006698874,0.00009591082,0.000770405,0.001047905],"genre_scores_gemma":[0.2304052,0.0002236667,0.766354,0.00005160437,0.00005265299,0.0001141812,0.0008148141,0.0002117663,0.001772116],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005078182,"threshold_uncertainty_score":0.01208985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2598599314233456,"score_gpt":0.4275597758651129,"score_spread":0.1676998444417673,"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."}}