{"id":"W4409677269","doi":"10.31235/osf.io/3arux_v1","title":"Reliability of the Core Items in the General Social Survey: Estimates from the Three-wave Panels, 2006-2014","year":2016,"lang":"en","type":"preprint","venue":"","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nutrition Obesity Research Center, University of North Carolina; York University; National Science Foundation","keywords":"Core (optical fiber); Reliability (semiconductor); Psychology; Statistics; Computer science; Reliability engineering; Econometrics; Mathematics; Engineering; Physics; Telecommunications; Quantum mechanics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.008776491,0.0002075126,0.0004142153,0.00002938681,0.0006124786,0.0001233193,0.001380341,0.0002603641,0.0004744373],"category_scores_gemma":[0.001834692,0.00008007562,0.00040002,0.0003420209,0.0009248005,0.00004876538,0.000602158,0.0004754977,0.00001129139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009505729,"about_ca_system_score_gemma":0.0004828886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1803864,"about_ca_topic_score_gemma":0.1322106,"domain_scores_codex":[0.9945917,0.003320838,0.0005079316,0.0004200525,0.0008943509,0.0002651153],"domain_scores_gemma":[0.9909804,0.00770137,0.000404903,0.0005616743,0.0003201813,0.00003145542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003586036,0.0001479545,0.9179825,0.0000140503,0.0001561288,0.000001071085,0.01762512,0.0007450969,0.0000398008,0.03175317,0.01546593,0.01603334],"study_design_scores_gemma":[0.00006143472,0.000002534478,0.6656259,0.00001398327,0.00003836676,5.721567e-8,0.0003884952,0.001796112,0.000006139363,0.3308303,0.001143446,0.00009325572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9597431,0.0002990959,0.01015648,0.01723637,0.001201058,0.0008570087,0.0006809938,0.0000408347,0.009785028],"genre_scores_gemma":[0.9966964,0.00003428452,0.001171085,0.0003294228,0.0009445467,0.0000330538,0.00007337595,0.000009588827,0.0007082156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2990771,"threshold_uncertainty_score":0.8836243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1581241220787853,"score_gpt":0.3925154096363683,"score_spread":0.2343912875575829,"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."}}