{"id":"W2892321142","doi":"10.3386/w25168","title":"Time-Use and Academic Peer Effects in College","year":2018,"lang":"en","type":"report","venue":"National Bureau of Economic Research","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada; Jacobs Foundation; Andrew W. Mellon Foundation; National Science Foundation","keywords":"Psychology; Mathematics education","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02048033,0.0001624526,0.0004542521,0.001399702,0.0003911738,0.0000855415,0.0005564195,0.00057718,0.0008759612],"category_scores_gemma":[0.02805698,0.0001700139,0.00006924647,0.0004854882,0.002280263,0.0003415632,0.0002934427,0.001129779,0.000474543],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003554076,"about_ca_system_score_gemma":0.01307869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01277618,"about_ca_topic_score_gemma":0.004313794,"domain_scores_codex":[0.9936265,0.0009677031,0.0005348888,0.0005280682,0.003719479,0.0006233386],"domain_scores_gemma":[0.9871725,0.007243474,0.0001881227,0.0001943431,0.004992522,0.0002090343],"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":[0.00002880389,0.00005445963,0.01341532,0.0001371645,0.00009241333,0.000004096075,0.001983508,0.000003731866,0.00002299136,0.1088773,0.8750967,0.0002835364],"study_design_scores_gemma":[0.0006023703,0.0001235553,0.03214529,0.0004164509,0.00001112946,0.000003117147,0.000964933,0.00006481649,0.00004741923,0.119291,0.8459833,0.000346679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06677204,0.001648457,2.174525e-7,0.0106909,0.0007944427,0.001932577,0.0002113823,0.00002516002,0.9179248],"genre_scores_gemma":[0.5239629,0.01169924,0.000277372,0.00005957872,0.00434258,0.0006244878,0.0002242441,0.0000712085,0.4587384],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4591864,"threshold_uncertainty_score":0.9937978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3516920908931021,"score_gpt":0.5952839856236304,"score_spread":0.2435918947305283,"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."}}