{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449367,0.0001257947,0.0001455332,0.001591538,0.0009915394,0.001064457,0.0004766342,0.0005377206,0.002673025],"category_scores_gemma":[0.00383056,0.0001547653,0.0003373114,0.002895364,0.0003465351,0.002025097,0.001060994,0.001299133,0.000408952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009783203,"about_ca_system_score_gemma":0.001473084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08786698,"about_ca_topic_score_gemma":0.1647683,"domain_scores_codex":[0.9993739,0.0001753561,0.00006924981,0.0001119442,0.00009928133,0.0001703785],"domain_scores_gemma":[0.9971788,0.0006230625,0.0008948849,0.0002315244,0.0007183634,0.0003534573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003016119,0.00007217734,0.9802977,0.00003319754,0.00002757356,0.00004687653,0.002458961,0.00007177811,0.0001164856,0.0006686817,0.003662559,0.01251391],"study_design_scores_gemma":[0.000001435098,0.00004479393,0.9917027,0.00003708843,0.000007971802,0.0000517172,0.005547988,0.0001522633,0.00008069192,0.0001283551,0.002237725,0.000007335471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777099,0.0008654724,0.0004034343,0.006039382,0.00007982863,0.00005499811,0.006708384,0.00001934508,0.008119409],"genre_scores_gemma":[0.9934646,0.001434633,0.000459957,0.0005974032,0.00006830411,0.00004803356,0.002785269,0.00001044847,0.001131208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08786698,"threshold_uncertainty_score":0.1747111,"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."}}