{"id":"W4413568174","doi":"10.64628/aam.cw5wa5hqf","title":"Universities have thrived despite past disruptions and could grow even stronger after COVID-19","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Virology; Biology; Medicine; Infectious disease (medical specialty); Outbreak","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":[0.01649066,0.0007912879,0.0005679287,0.002917517,0.0128204,0.02051981,0.002243928,0.01180648,0.0894711],"category_scores_gemma":[0.02786155,0.0005851581,0.0007891257,0.00489403,0.006595809,0.01062915,0.01483761,0.009647656,0.04001547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01281519,"about_ca_system_score_gemma":0.03331387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02157224,"about_ca_topic_score_gemma":0.05259945,"domain_scores_codex":[0.9854813,0.002575411,0.0004532398,0.001215114,0.003400607,0.006874337],"domain_scores_gemma":[0.9219452,0.005558553,0.003371912,0.004862314,0.01743714,0.04682491],"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":[0.0002649006,0.0003990161,0.02621642,0.0005270128,0.0000637823,0.0006316797,0.006576499,0.0005751674,0.002415564,0.1436537,0.605023,0.2136532],"study_design_scores_gemma":[0.00002686847,0.00009604715,0.03389502,0.0002334479,0.00001616941,0.000128194,0.009964852,0.0002938566,0.0007482696,0.01437307,0.9401597,0.00006443942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0760645,0.004982966,0.005830148,0.5765444,0.02492177,0.0001754532,0.002088028,0.001251561,0.3081412],"genre_scores_gemma":[0.3253364,0.002345552,0.004286011,0.08230256,0.00593343,0.0001583434,0.001484328,0.0006209031,0.5775325],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0894711,"threshold_uncertainty_score":0.2993106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06695738404404307,"score_gpt":0.4451620128592126,"score_spread":0.3782046288151695,"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."}}