{"id":"W4414770739","doi":"10.1215/00703370-12246521","title":"Trends in Postsecondary Enrollment During the COVID-19 Pandemic: A Research Note","year":2025,"lang":"en","type":"article","venue":"Demography","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Barr Foundation; Arizona State University","keywords":"Graduation (instrument); Socioeconomic status; Ethnic group; Pandemic; Postsecondary education; Higher education; Fell; Population; Coronavirus disease 2019 (COVID-19)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00189282,0.0001477059,0.0001967748,0.001914783,0.0004048475,0.0000295505,0.0003961335,0.0001458776,0.0009809496],"category_scores_gemma":[0.00005278047,0.0001148082,0.0001617672,0.002951761,0.0002184123,0.00004118566,0.0001532135,0.000732457,0.00005629398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005302423,"about_ca_system_score_gemma":0.0003150274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004547815,"about_ca_topic_score_gemma":0.00467069,"domain_scores_codex":[0.9975889,0.0006239535,0.0003423604,0.0004788077,0.0002755263,0.000690446],"domain_scores_gemma":[0.9984165,0.0007365401,0.00004537936,0.0005785152,0.00002730065,0.0001958046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006048941,0.0002643055,0.9114163,0.0001300854,0.00005991807,0.00007425194,0.005311843,0.000004212998,0.0003756396,0.00430959,0.01396765,0.06348132],"study_design_scores_gemma":[0.001688258,0.0000833813,0.6692817,0.00002097015,0.000006869883,0.00001470861,0.001135173,0.000005543329,0.00002094617,0.001419268,0.3262233,0.00009990335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410746,0.002609341,0.00005964384,0.01207359,0.0006817027,0.0005090778,0.00004828444,0.0001053003,0.04283844],"genre_scores_gemma":[0.9858719,0.000139987,0.00001894657,0.008028155,0.0000695042,0.0002210543,0.00001651338,0.00001372202,0.005620271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3122557,"threshold_uncertainty_score":0.9999323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1314594817442288,"score_gpt":0.5094702972072437,"score_spread":0.378010815463015,"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."}}