{"id":"W4307711420","doi":"10.1257/pol.20200778","title":"Adviser Value Added and Student Outcomes: Evidence from Randomly Assigned College Advisers","year":2022,"lang":"en","type":"article","venue":"American Economic Journal Economic Policy","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; Simon Fraser University","funders":"","keywords":"Graduation (instrument); Value (mathematics); Medical education; Psychology; Quality (philosophy); Higher education; Political science; Medicine; Computer science","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":[0.01767694,0.000455799,0.001092224,0.001639021,0.001223722,0.002757285,0.001804001,0.002575991,0.01868714],"category_scores_gemma":[0.1389986,0.0004242239,0.001234464,0.002912983,0.002545869,0.001296151,0.002057965,0.002411193,0.001967605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008379682,"about_ca_system_score_gemma":0.0009278666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004791414,"about_ca_topic_score_gemma":0.003389972,"domain_scores_codex":[0.9728141,0.02023203,0.001275469,0.002494025,0.002198158,0.0009862784],"domain_scores_gemma":[0.7162513,0.1685479,0.09195604,0.0113656,0.003704094,0.00817501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.01546009,0.006337375,0.9047812,0.0005852426,0.002903031,0.0001681502,0.000631153,0.001711033,0.0002084485,0.002904369,0.004750308,0.05955957],"study_design_scores_gemma":[0.005301102,0.0131062,0.9513994,0.0005879364,0.003038234,0.0002168362,0.002103813,0.007301132,0.000827823,0.008669337,0.007340859,0.0001072701],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889075,0.002604787,0.00105718,0.001355657,0.0001967262,0.000219264,0.001348678,0.00002339003,0.004286847],"genre_scores_gemma":[0.9961832,0.0007306105,0.0003741589,0.0005494421,0.0001409801,0.0001202355,0.0005973516,0.000009788524,0.001294157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01868714,"threshold_uncertainty_score":0.09348565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02125745629527956,"score_gpt":0.3972573316347198,"score_spread":0.3759998753394402,"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."}}