{"id":"W107722637","doi":"10.1137/1.9781611972764.41","title":"Cluster Description Formats, Problems and Algorithms","year":2006,"lang":"en","type":"article","venue":"","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Interpretability; Computer science; Cluster analysis; Heuristic; Cluster (spacecraft); Data mining; Code (set theory); State (computer science); Information retrieval; Theoretical computer science; Algorithm; Artificial intelligence; Programming language","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":[0.0001849268,0.00007827716,0.00006534461,0.00006764021,0.00007506238,0.0004548373,0.0002912319,0.00002140883,0.00001072858],"category_scores_gemma":[0.000001748811,0.00006222592,0.00001637586,0.0001396974,0.00001860187,0.002033969,0.0002992998,0.00003677193,0.00006223155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009471807,"about_ca_system_score_gemma":0.000003114912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243791,"about_ca_topic_score_gemma":0.00002640309,"domain_scores_codex":[0.9993387,0.00001260506,0.0001292024,0.0002076031,0.0001359228,0.00017593],"domain_scores_gemma":[0.9996775,0.000009371903,0.00003062157,0.0002338057,0.00001883823,0.00002985992],"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":[0.000002078398,0.0001288335,0.001376389,0.00006985947,0.00001632887,0.000009543035,0.0002136791,0.0001597698,0.0002774826,0.2650957,0.1142735,0.6183768],"study_design_scores_gemma":[0.0004881046,0.00004614807,0.004839786,0.0000106819,0.000004599283,0.0000143593,0.00001563407,0.8450084,0.0001334065,0.02216273,0.1270622,0.0002139924],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001760576,0.00006683169,0.9816681,0.0008745214,0.0001734245,0.0001477243,0.000001229231,0.0001927734,0.01511477],"genre_scores_gemma":[0.1343202,0.00007177907,0.8361111,0.001819374,0.0002792855,0.00004122706,0.00005841198,0.00001500885,0.02728353],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8448486,"threshold_uncertainty_score":0.4386006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01697093711430757,"score_gpt":0.2050983395053377,"score_spread":0.1881274023910301,"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."}}