{"id":"W7071566810","doi":"","title":"Surveillance practices, risks and responses in the post pandemic university","year":2021,"lang":"en","type":"article","venue":"Stirling Online Research Repository (University of Stirling)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Futures contract; Scholarship; Pandemic; Situated; Work (physics); Higher education; Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001899032,0.0001276942,0.0003034938,0.0002402165,0.000507354,0.00003350823,0.0003023551,0.0001594328,0.00000936311],"category_scores_gemma":[0.004267015,0.0001275197,0.00007977394,0.0007773191,0.0005397834,0.0001799614,0.0003143726,0.001041179,0.000003563841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295149,"about_ca_system_score_gemma":0.0009748544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008891432,"about_ca_topic_score_gemma":0.002470191,"domain_scores_codex":[0.9972648,0.001084245,0.0001695625,0.0004319896,0.0006832359,0.0003661706],"domain_scores_gemma":[0.9945534,0.003736991,0.0002040936,0.0004715702,0.0008526013,0.0001813391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003031723,0.0006684822,0.9652005,0.0003093882,0.0001108409,0.007267283,0.002237128,0.00009035291,0.01522211,0.0002912698,0.0003100216,0.005260888],"study_design_scores_gemma":[0.001696692,0.0003845236,0.9660797,0.0004177072,0.00006671021,0.0004913682,0.0253216,0.001869788,0.0001988154,0.00003019903,0.003296522,0.0001463902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940026,0.002235429,0.00009296348,0.002116473,0.00005291141,0.0002137525,0.00007187243,0.00004431689,0.001169691],"genre_scores_gemma":[0.99357,0.002423173,0.002469238,0.00003454427,0.00009834178,1.120661e-7,0.00006692793,0.00001043524,0.001327245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02308447,"threshold_uncertainty_score":0.9977084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1545096329072484,"score_gpt":0.3872954726125922,"score_spread":0.2327858397053438,"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."}}