{"id":"W4311904578","doi":"10.5540/03.2022.009.01.0328","title":"Índice de Densidade da Clusterização: Uma Nova Métrica para Validação Interna de Agrupamentos","year":2022,"lang":"pt","type":"article","venue":"Proceeding Series of the Brazilian Society of Computational and Applied Mathematics","topic":"Statistical Methods and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Physics; Humanities; Mathematics; Philosophy","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"],"consensus_categories":[],"category_scores_codex":[0.001071052,0.0003490525,0.0006755791,0.00005378582,0.0006382955,0.00009697243,0.0006834656,0.0001114447,0.0001454225],"category_scores_gemma":[0.0002022972,0.0003192011,0.0003084393,0.0005299382,0.0005718319,0.00007850791,0.0009250478,0.0004665216,0.000002279986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001439259,"about_ca_system_score_gemma":0.0002188696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008488653,"about_ca_topic_score_gemma":3.778474e-7,"domain_scores_codex":[0.9973934,0.00005793301,0.001014175,0.0003526018,0.0007632113,0.0004187317],"domain_scores_gemma":[0.9967832,0.001458287,0.001140479,0.0002702716,0.0002079653,0.0001398288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001364265,0.001480202,0.0004471978,0.008653394,0.0008159071,6.748346e-7,0.05634711,0.004091293,0.01609605,0.8969066,0.009060566,0.005964597],"study_design_scores_gemma":[0.0008225193,0.0001358169,0.0006329224,0.0003300769,0.0004326848,0.00009786886,0.03223365,0.07901087,0.006254335,0.8792998,0.0003472356,0.0004022862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.238148,0.0001554106,0.7545863,0.003881906,0.0001251097,0.001383535,0.0006138844,0.00007125235,0.001034568],"genre_scores_gemma":[0.3861545,0.00002038859,0.6128749,0.0002577228,0.0000603202,0.00009917056,0.00001299197,0.00004758978,0.0004724377],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1480064,"threshold_uncertainty_score":0.999926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07135892552466437,"score_gpt":0.341971363956806,"score_spread":0.2706124384321416,"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."}}