{"id":"W4398141864","doi":"10.1103/physrevphyseducres.20.010144","title":"Importance of undergraduate institution prestige in physics faculty hiring networks","year":2024,"lang":"en","type":"article","venue":"Physical Review Physics Education Research","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"National Science Foundation","keywords":"Prestige; Institution; Medical education; Mathematics education; Psychology; Pedagogy; Sociology; Medicine; Social science; Philosophy; Linguistics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003291568,0.0001173155,0.0003724864,0.002512796,0.001929194,0.002792848,0.0004589017,0.0003597992,0.005556118],"category_scores_gemma":[0.02662675,0.0001425759,0.0001631651,0.003282154,0.001682895,0.002380317,0.002127175,0.0006693259,0.0003811053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111392,"about_ca_system_score_gemma":0.001739639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00891643,"about_ca_topic_score_gemma":0.01634917,"domain_scores_codex":[0.9973904,0.0008209149,0.0001608331,0.0002962789,0.0007122241,0.0006192981],"domain_scores_gemma":[0.9776699,0.00898133,0.006117716,0.001251626,0.002002258,0.003977174],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007674263,0.0001317607,0.9440425,0.0000468567,0.0000508467,0.0001121414,0.007268006,0.0003892511,0.0005875491,0.00374923,0.001070916,0.04247421],"study_design_scores_gemma":[0.000004361326,0.0000629385,0.9905719,0.00002003911,0.0000144033,0.00004760249,0.005982221,0.0004143343,0.0001785597,0.0009581983,0.001740146,0.000005457176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894325,0.0001644386,0.0004471059,0.0006284933,0.000007343512,0.00001731196,0.0001073653,0.000007460713,0.00918807],"genre_scores_gemma":[0.9994026,0.00005546213,0.00009156769,0.00002885931,0.00001302574,0.000006429626,0.00005447125,0.000002000087,0.0003454823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967085,"threshold_uncertainty_score":0.01858705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3449500155640113,"score_gpt":0.6052982771233288,"score_spread":0.2603482615593176,"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."}}