{"id":"W2287310496","doi":"10.5539/ijsp.v5n6p94","title":"Reliability Estimates for Three Factor Score Estimators","year":2016,"lang":"en","type":"article","venue":"International Journal of Statistics and Probability","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Estimator; Reliability (semiconductor); Factor analysis; Computation; Factor (programming language); Regression","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.005094578,0.0001138108,0.0003110863,0.0001908218,0.00006872589,0.0001680298,0.0006500065,0.00005161348,0.0001818757],"category_scores_gemma":[0.2312984,0.00005768535,0.00009574601,0.0001546946,0.0002251629,0.0002670917,0.0001088658,0.00008866037,0.000002837214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007129693,"about_ca_system_score_gemma":0.000108973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001058029,"about_ca_topic_score_gemma":0.00001177447,"domain_scores_codex":[0.9975072,0.0001021985,0.001022518,0.00027128,0.0009426695,0.0001541094],"domain_scores_gemma":[0.9534308,0.04263369,0.000785907,0.000215806,0.002807527,0.0001263138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001606213,0.00004820491,0.4824077,0.000008931182,0.0000344469,0.000004206232,0.00003610754,0.00002707955,0.0001985057,0.009510534,0.0009838458,0.5065798],"study_design_scores_gemma":[0.0003483111,0.0001344288,0.4032148,0.00002718143,0.000007087796,0.00002259636,0.00000680408,0.0009740947,0.00007885703,0.5939359,0.001197109,0.0000528768],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3301715,0.00007781493,0.6671687,0.0009341921,0.001010543,0.0001149451,0.0004659645,0.000006189053,0.00005020668],"genre_scores_gemma":[0.6234495,0.00001477899,0.3763801,0.00002655531,0.0001021614,0.000002852053,7.545592e-7,0.0000042377,0.00001906501],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5844254,"threshold_uncertainty_score":0.7751767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3294974067213374,"score_gpt":0.4612226797329361,"score_spread":0.1317252730115988,"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."}}