{"id":"W4252408959","doi":"10.1007/978-1-4939-7131-2_100104","title":"Cluster Analysis","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Cluster (spacecraft); Computer science; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002351237,0.000304734,0.0004302662,0.0007283997,0.00009341723,0.0002122831,0.001866021,0.0002530515,0.003301383],"category_scores_gemma":[0.00001848496,0.0002667306,0.0003265453,0.0002558707,0.000127054,0.0002640304,0.001611104,0.0003422629,0.003582448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232667,"about_ca_system_score_gemma":0.00007239087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008076822,"about_ca_topic_score_gemma":0.00003574416,"domain_scores_codex":[0.9977525,0.00001629551,0.0002940388,0.0008434062,0.0007093261,0.0003843985],"domain_scores_gemma":[0.9975532,0.0001115501,0.0001159245,0.001779461,0.0002646326,0.0001752556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001974746,0.0000406238,0.000009006396,0.00007963464,0.004521362,0.0002498801,0.0005634272,0.001042727,0.00001377168,0.676443,0.092109,0.2249078],"study_design_scores_gemma":[0.0001957498,0.0001215779,0.00001372666,0.00002979804,0.0001680548,0.00001846593,0.000001912513,0.1993521,0.00005445203,0.08668022,0.7126361,0.000727781],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[3.988496e-7,0.00003976962,0.5288692,0.0002436105,0.0001151835,0.00008009397,0.000003001325,0.0001731,0.4704757],"genre_scores_gemma":[0.00003784716,0.00002964143,0.1643014,0.0003936376,0.0002172098,0.000005590835,0.000008807147,0.00002905241,0.8349769],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6205271,"threshold_uncertainty_score":0.9999785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.028849627619853,"score_gpt":0.3001337533546835,"score_spread":0.2712841257348305,"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."}}