{"id":"W4401831247","doi":"10.18280/ria.380412","title":"A Comprehensive Study of Ensemble Models to Improve the Performance of Cluster Algorithms","year":2024,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster (spacecraft); Computer science; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004207383,0.000187274,0.0002954857,0.0002199835,0.0001207394,0.0000941996,0.001487658,0.00004798367,0.00001013318],"category_scores_gemma":[0.00003083903,0.000140136,0.00009138951,0.001333199,0.0001063151,0.0004336396,0.0009063969,0.0002748396,0.00009891441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005465451,"about_ca_system_score_gemma":0.00007277641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009632307,"about_ca_topic_score_gemma":0.000007635008,"domain_scores_codex":[0.9978156,0.0001016627,0.0006063786,0.0005923079,0.000486094,0.0003979609],"domain_scores_gemma":[0.9977638,0.0004724068,0.0000888112,0.001214109,0.0003660196,0.00009486762],"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":[0.00002271397,0.00021547,0.000009351114,0.0002295615,0.00003902445,0.00001196791,0.01583031,0.7447338,0.01619356,0.001254563,0.00006567547,0.221394],"study_design_scores_gemma":[0.00004245377,0.0009703982,0.00001449907,0.0001312681,0.000006784564,0.00001649736,0.002176008,0.9071562,0.08833687,0.0005979846,0.0004163312,0.0001347583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3166184,0.0002603612,0.6812968,0.0002999673,0.0003796463,0.0007389428,0.000003819567,0.00006614014,0.0003359268],"genre_scores_gemma":[0.9836961,0.00005121693,0.01509746,0.00004615145,0.00005321749,0.00008910299,4.607245e-7,0.00002046499,0.0009458212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6670778,"threshold_uncertainty_score":0.571458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0697253121005116,"score_gpt":0.3270184935891303,"score_spread":0.2572931814886187,"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."}}