{"id":"W3021703898","doi":"10.3386/w12596","title":"Professor Qualities and Student Achievement","year":2006,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Salary; Psychology; Mathematics education; Quality (philosophy); Rank (graph theory); Variance (accounting); Subject (documents); Mathematics; Computer science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003015152,0.0001678849,0.000260157,0.0007491765,0.0001623763,0.0004224683,0.0004616394,0.000167055,0.0002399842],"category_scores_gemma":[0.0001738222,0.0001726126,0.00007706956,0.0001009148,0.0001902447,0.0003017781,0.001019265,0.0004805645,0.0001364764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003551763,"about_ca_system_score_gemma":0.0003707912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003353073,"about_ca_topic_score_gemma":0.0003681209,"domain_scores_codex":[0.9979703,0.00003836175,0.0004777456,0.0004089323,0.0008376663,0.0002670344],"domain_scores_gemma":[0.998331,0.0001998697,0.000325207,0.000222128,0.0009088094,0.0000130271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002084781,0.0001666984,0.03391836,0.0005728911,0.00007326635,3.699182e-7,0.0001289191,0.0002941916,0.00001410308,0.8578455,0.1064615,0.0005032804],"study_design_scores_gemma":[0.0006853701,0.00001444714,0.1047883,0.0001933935,0.00003142697,5.349397e-7,0.00234134,0.001106773,0.00002882123,0.8451534,0.04522504,0.0004311608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6579534,0.0003026099,0.000006169034,0.009343496,0.000981207,0.0007986416,0.00002495571,0.00004286596,0.3305467],"genre_scores_gemma":[0.9913582,0.00002421751,0.0000948571,0.0003336034,0.002086019,0.0001781994,0.0004331556,0.00002607779,0.005465659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3334049,"threshold_uncertainty_score":0.7038938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.249183999905292,"score_gpt":0.4898412465657657,"score_spread":0.2406572466604737,"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."}}