{"id":"W4398755802","doi":"10.1257/pandp.20241032","title":"Teaching-Track Faculty at US National Universities","year":2024,"lang":"en","type":"article","venue":"AEA Papers and Proceedings","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Track (disk drive); Fast track; Political science; Mathematics education; Psychology; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00399683,0.00009751146,0.0003357974,0.002070104,0.005673886,0.003763586,0.0009122256,0.0005130793,0.009491947],"category_scores_gemma":[0.02039522,0.0001885691,0.0001491857,0.00717839,0.001241443,0.001702736,0.001949273,0.0005359238,0.0009194275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01446909,"about_ca_system_score_gemma":0.02333887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.193139,"about_ca_topic_score_gemma":0.5049213,"domain_scores_codex":[0.9959469,0.0009846267,0.0002764786,0.0003780929,0.001496269,0.0009175385],"domain_scores_gemma":[0.9803721,0.004147931,0.003006986,0.0005763139,0.005156968,0.006739759],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00026391,0.0003909799,0.7073467,0.000305056,0.00004535029,0.00047817,0.09654342,0.0004831477,0.001839764,0.006506304,0.01422482,0.1715723],"study_design_scores_gemma":[0.00002279179,0.0002233771,0.6297543,0.0003569784,0.00003760276,0.0003707803,0.3017704,0.000468063,0.001932279,0.001159322,0.06385842,0.00004578619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803632,0.0009433702,0.0002162967,0.002579883,0.00004112989,0.00003123434,0.0006306234,0.00003177471,0.01516256],"genre_scores_gemma":[0.9914647,0.0009778211,0.0004034424,0.0004854485,0.0000205539,0.00002033956,0.0002600141,0.00001364745,0.006354159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9960032,"threshold_uncertainty_score":0.3840295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3531765029643348,"score_gpt":0.5248627467509461,"score_spread":0.1716862437866113,"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."}}