{"id":"W3135823499","doi":"10.15252/embr.202152591","title":"University campuses need people in them","year":2021,"lang":"en","type":"article","venue":"EMBO Reports","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Desk; Library science; Art history; Media studies; Sociology; History; Political science; Law; Computer science","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":[0.0001477743,0.00005921275,0.0001235983,0.00003975425,0.00004505101,0.000004847531,0.00003601244,0.00005567172,0.002339162],"category_scores_gemma":[0.00002925002,0.00006433931,0.00003914992,0.0002502037,0.00001344458,0.00003450218,0.00004556078,0.00009404664,0.00009328637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001745256,"about_ca_system_score_gemma":0.000331239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004894394,"about_ca_topic_score_gemma":0.005786556,"domain_scores_codex":[0.9992833,0.00006608032,0.0001458577,0.000241577,0.00008010146,0.0001830656],"domain_scores_gemma":[0.9994799,0.00005675774,0.00006600466,0.0003050709,0.00002166176,0.00007057768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002812905,0.0002466328,0.9677674,0.00002698072,0.00001266958,0.01376819,0.004802039,0.000002203347,0.0001247242,0.001801879,0.008442794,0.002976352],"study_design_scores_gemma":[0.0003496711,0.00002146746,0.7747176,0.0000169144,0.000008414405,0.0008165688,0.006505352,0.000001668332,0.0002765602,0.0005899342,0.2165879,0.0001079987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080339,0.0001143527,0.00002005853,0.0005854456,0.0008361293,0.00008021158,0.000002098576,0.00003769056,0.09029009],"genre_scores_gemma":[0.9773049,0.00001754836,0.00004285911,0.0004918403,0.00004016479,0.000001389246,0.00001326857,0.000006592892,0.02208147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081451,"threshold_uncertainty_score":0.9985728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04864163070585226,"score_gpt":0.3475858281051306,"score_spread":0.2989441973992784,"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."}}