{"id":"W4392738528","doi":"10.1080/03610918.2024.2328166","title":"An ensemble approach to determine the number of latent dimensions and assess its reliability","year":2024,"lang":"en","type":"article","venue":"Communications in Statistics - Simulation and Computation","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Reliability (semiconductor); Computer science; Statistics; Reliability engineering; Mathematics; Engineering; Physics","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":[0.009865895,0.001245757,0.00168096,0.003701646,0.0009975045,0.001815841,0.001575536,0.001516193,0.001624212],"category_scores_gemma":[0.03326762,0.0004423349,0.001675681,0.002415294,0.0009289082,0.002839742,0.002118448,0.002667084,0.0005409477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007016453,"about_ca_system_score_gemma":0.001037904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002835082,"about_ca_topic_score_gemma":0.003442785,"domain_scores_codex":[0.9951183,0.002394742,0.000331545,0.0009016859,0.001062616,0.0001910502],"domain_scores_gemma":[0.9717993,0.01884841,0.001584225,0.003841719,0.003471198,0.0004552153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003680171,0.0001981451,0.04216079,0.0003566432,0.001283044,0.0001820252,0.0009006523,0.4037912,0.007900493,0.04432973,0.00397316,0.4945562],"study_design_scores_gemma":[0.00001088515,0.00007792115,0.003403948,0.00006169645,0.00006806808,0.0001080159,0.0001010713,0.9638906,0.001861237,0.02894237,0.001429824,0.00004439657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01707012,0.0003753587,0.9814588,0.000125184,0.00003970492,0.00004073696,0.0001383522,0.0001900351,0.000561561],"genre_scores_gemma":[0.366201,0.0007974109,0.6302848,0.0001354369,0.0001906276,0.0003342126,0.0008909859,0.0001494247,0.001016112],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009865895,"threshold_uncertainty_score":0.05217648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1947771537953409,"score_gpt":0.4788623216916815,"score_spread":0.2840851678963406,"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."}}