{"id":"W4413582567","doi":"10.64628/aam.fgqfg5fqm","title":"For a ‘safe return’ to university campuses, listen to students most affected by the pandemic","year":2022,"lang":"en","type":"preprint","venue":"","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medical education; Psychology; Media studies; Political science; Medicine; Sociology; Virology","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":[0.004159187,0.0006388723,0.000661001,0.0009169522,0.009679961,0.01092958,0.0009432713,0.01041928,0.1004999],"category_scores_gemma":[0.02935691,0.000483231,0.00053809,0.0005700744,0.005212668,0.008606381,0.009289246,0.0163546,0.04664283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00170879,"about_ca_system_score_gemma":0.006512878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004809383,"about_ca_topic_score_gemma":0.008870998,"domain_scores_codex":[0.9972689,0.001061185,0.00006499694,0.0001843792,0.0004017755,0.001018729],"domain_scores_gemma":[0.9820809,0.002054854,0.0008571299,0.0006135968,0.002013433,0.01238019],"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":[0.00002946754,0.00006285365,0.001954063,0.00009567901,0.00001410225,0.0002044187,0.01207123,0.00004148236,0.0004324672,0.01531056,0.9477876,0.02199617],"study_design_scores_gemma":[0.00002348535,0.00003231254,0.005022735,0.0004165308,0.00001244452,0.0003775069,0.04578491,0.0000994299,0.0002276848,0.0282664,0.9196809,0.00005579103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009834942,0.002151711,0.002665953,0.8638309,0.03175974,0.0000908343,0.0003383954,0.000462161,0.08886546],"genre_scores_gemma":[0.1915175,0.006280552,0.009399513,0.4754729,0.01703799,0.0003524453,0.0005534911,0.001740067,0.2976456],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1004999,"threshold_uncertainty_score":0.3362057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07379940102693441,"score_gpt":0.4362615884848716,"score_spread":0.3624621874579372,"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."}}