{"id":"W2053843934","doi":"10.1002/sam.11149","title":"Nearest‐neighbors medians clustering","year":2012,"lang":"en","type":"article","venue":"Statistical Analysis and Data Mining The ASA Data Science Journal","topic":"Bayesian Methods and Mixture Models","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Mathematics; Median; Uniqueness; Partition (number theory); Univariate; Cluster analysis; Nonparametric statistics; Fixed point; Sample (material); Algorithm; Combinatorics; Statistics; Mathematical analysis","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":[0.002998387,0.0007677251,0.00217967,0.00320117,0.001529322,0.001892427,0.003341123,0.001686032,0.00271583],"category_scores_gemma":[0.008012608,0.0006653899,0.001469695,0.00276635,0.001197499,0.00162416,0.001838756,0.001542725,0.001517279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001428008,"about_ca_system_score_gemma":0.001398998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006140696,"about_ca_topic_score_gemma":0.005453797,"domain_scores_codex":[0.9961377,0.001333887,0.0001948026,0.0009359698,0.001175438,0.0002221868],"domain_scores_gemma":[0.9976672,0.0008394824,0.0002858911,0.0004791406,0.0006284468,0.00009988685],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005284623,0.000210937,0.004884104,0.0001882128,0.00037624,0.000087373,0.0003961672,0.5010782,0.004087521,0.0554463,0.008530873,0.4241856],"study_design_scores_gemma":[0.0000355579,0.00004888872,0.001146584,0.00002843255,0.00002524518,0.00005409336,0.00006779867,0.9460992,0.001648548,0.04518854,0.005614485,0.0000427357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01475114,0.0005523256,0.9820738,0.0002119784,0.00006909579,0.00008407157,0.0001642186,0.0004402574,0.00165311],"genre_scores_gemma":[0.3694879,0.0004571418,0.6232173,0.0001408725,0.000246185,0.000322615,0.001232778,0.0002141434,0.004681133],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006140696,"threshold_uncertainty_score":0.01585716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09250896968680458,"score_gpt":0.3798075243016192,"score_spread":0.2872985546148146,"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."}}