{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002651285,0.0002304399,0.0005859042,0.002679743,0.0009634886,0.002417091,0.0007048995,0.0004004059,0.0118609],"category_scores_gemma":[0.0190385,0.0001813859,0.0005301413,0.004754649,0.0003827038,0.001132438,0.001596479,0.001134174,0.003207578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007643251,"about_ca_system_score_gemma":0.0005421788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004524539,"about_ca_topic_score_gemma":0.004580851,"domain_scores_codex":[0.996664,0.0010421,0.0003147286,0.0006407508,0.0007123406,0.000626057],"domain_scores_gemma":[0.972187,0.005914163,0.01310643,0.00198885,0.002012999,0.004790566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005610416,0.00007907912,0.9883959,0.00001582593,0.00006812308,0.0000227803,0.0002256793,0.0002303867,0.0000475282,0.0006030995,0.002160897,0.00809456],"study_design_scores_gemma":[0.00001055318,0.00008503044,0.9934567,0.000007384188,0.00002217915,0.00003751513,0.0004269477,0.0004556531,0.0001109945,0.0004170877,0.004961074,0.00000886762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982419,0.0003377749,0.0009822295,0.0007449017,0.00003675094,0.00002173371,0.006189269,0.00009604915,0.009172441],"genre_scores_gemma":[0.9926892,0.000119437,0.000223163,0.00005550179,0.00005911691,0.00002204355,0.003827984,0.00001957915,0.002983909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0118609,"threshold_uncertainty_score":0.03967869,"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."}}