{"id":"W4231238743","doi":"10.29173/slw8244","title":"\"In These Uncertain Times\"","year":2021,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Center (category theory); Library science; Sociology; Political science; Public relations; Computer science; Medicine; Virology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002989018,0.0001189263,0.000159522,0.0001220947,0.00005280286,0.0003275948,0.0006362303,0.00004371852,0.0008271614],"category_scores_gemma":[0.001018152,0.000110289,0.0000567042,0.0009784107,0.00004438747,0.001496349,0.0002752878,0.0002291925,0.0003055682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003874985,"about_ca_system_score_gemma":0.001127628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002336478,"about_ca_topic_score_gemma":0.00001946861,"domain_scores_codex":[0.9986742,0.0002137656,0.0002192451,0.0003705394,0.0002208913,0.0003014318],"domain_scores_gemma":[0.9984681,0.0005870749,0.0000466105,0.0006352612,0.00005514483,0.0002078347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006098036,0.00009210823,0.009485253,0.00001381426,0.00001140718,0.0001783589,0.0009008399,0.00003143814,0.000431415,0.9431582,0.03264851,0.01304255],"study_design_scores_gemma":[0.0002949812,0.00001405506,0.01943827,0.00005279718,0.000003286078,0.00002606248,0.0002594086,0.0006182486,0.009369824,0.4406834,0.5289926,0.0002470873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07159517,0.01502939,0.1489272,0.4883253,0.011911,0.0008228385,0.00002113446,0.0009503412,0.2624177],"genre_scores_gemma":[0.02121829,0.00007689449,0.928107,0.01001026,0.0004073404,0.00005350915,0.00000905556,0.00001661244,0.04010107],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7791798,"threshold_uncertainty_score":0.9056837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02260096029377309,"score_gpt":0.2894153788015484,"score_spread":0.2668144185077753,"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."}}