{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01542883,0.001745161,0.001508793,0.00647482,0.002411689,0.0108613,0.00708277,0.003335347,0.00642707],"category_scores_gemma":[0.04955092,0.001579788,0.002470728,0.01272839,0.002886818,0.01474303,0.005387495,0.004273206,0.002980099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003689591,"about_ca_system_score_gemma":0.003936256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465683,"about_ca_topic_score_gemma":0.002417102,"domain_scores_codex":[0.9859632,0.005248116,0.002228411,0.002250745,0.003848778,0.0004607891],"domain_scores_gemma":[0.9705664,0.01765052,0.001642619,0.005459493,0.004093633,0.0005873643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003272831,0.0002509606,0.002180957,0.001389762,0.0001081727,0.0003681063,0.0007435449,0.07565894,0.001397105,0.5094697,0.03758844,0.370517],"study_design_scores_gemma":[0.00009233499,0.00006635169,0.0003412427,0.0003073172,0.00005443319,0.0006695247,0.0007602882,0.3260128,0.005778821,0.6140967,0.05172152,0.00009870084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002626819,0.0007584566,0.9891024,0.001288155,0.0001102011,0.000440545,0.001677648,0.001437298,0.002558559],"genre_scores_gemma":[0.03789974,0.001267482,0.9499136,0.0003477062,0.0001849877,0.000880722,0.005809003,0.000461753,0.003235006],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01542883,"threshold_uncertainty_score":0.08159643,"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."}}