{"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":"codex-gemma-dda1882f352a","candidate_categories":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005322268,0.0001059656,0.0001280096,0.01012586,0.0004522719,0.002514669,0.0005240129,0.00007864404,0.0005914896],"category_scores_gemma":[0.001659842,0.00007111196,0.00007710618,0.02113296,0.0001399971,0.0007147728,0.0003951865,0.0002243659,0.0002408462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001751441,"about_ca_system_score_gemma":0.000117139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008919834,"about_ca_topic_score_gemma":0.000006184986,"domain_scores_codex":[0.9950155,0.00001225676,0.0002031831,0.0005175849,0.003959673,0.0002917713],"domain_scores_gemma":[0.9981124,0.0007327194,0.00004364275,0.00005911378,0.0008312272,0.0002208338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005060154,0.00006457355,0.1691452,0.00008261853,0.00007836634,0.00003986277,0.0046832,0.00000462289,0.00871556,0.1411512,0.4906843,0.1852999],"study_design_scores_gemma":[0.0001437687,0.00008157827,0.06197361,0.00001480345,0.000005431797,0.00003548154,0.002166507,0.002425174,0.0002288243,0.00507524,0.9276995,0.0001501032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7510279,0.0006679698,0.000004255585,0.002045564,0.0001641171,0.000055626,0.00004158395,0.00004125938,0.2459517],"genre_scores_gemma":[0.9312298,0.0001136974,0.0001812731,0.0002159113,0.00009256648,0.000002113105,0.000004787674,0.000006352905,0.06815353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4370151,"threshold_uncertainty_score":0.9996733,"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."}}