{"id":"W4322020149","doi":"10.5194/egusphere-egu23-16983","title":"Comparing measured and perceived productivity of Earth scientists during COVID-19 work-from-home initiatives","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Geological Survey of Canada","funders":"","keywords":"Productivity; Pandemic; Perception; Psychology; Work (physics); Publishing; Demographic economics; Coronavirus disease 2019 (COVID-19); Political science; Demography; Social psychology; Medicine; Economic growth; Sociology; Economics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001156715,0.0001783468,0.0003965181,0.0002569202,0.0007188776,0.0002876715,0.0003346622,0.0001070659,0.0002635587],"category_scores_gemma":[0.000521183,0.0001807965,0.00008793226,0.0004257829,0.0006794117,0.0001895424,0.001109592,0.0002455047,0.00001487755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013611,"about_ca_system_score_gemma":0.0004112359,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02042214,"about_ca_topic_score_gemma":0.05196952,"domain_scores_codex":[0.9978024,0.0003156336,0.000290669,0.0006962242,0.0005942164,0.0003008379],"domain_scores_gemma":[0.998947,0.000142806,0.000208087,0.0003419158,0.0001537087,0.0002064756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001111873,0.0003074418,0.8306473,0.001237642,0.0004371812,0.00002713735,0.1392823,0.001818418,0.0005915576,0.02319174,0.0005303874,0.001817691],"study_design_scores_gemma":[0.0002264258,0.000007891361,0.9829453,0.0002180464,0.0000394156,9.635153e-8,0.009200655,0.00008322171,0.00003593541,0.006380586,0.0006137505,0.0002486838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826307,0.00009043772,0.0004566433,0.002183574,0.0006087834,0.0006288112,0.00003351217,0.0002189603,0.01314863],"genre_scores_gemma":[0.9964543,0.0002585727,0.0004578294,0.00001816398,0.0001502001,0.00004324218,0.00002673996,0.00001122101,0.002579737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.152298,"threshold_uncertainty_score":0.986101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1612581975408344,"score_gpt":0.3486655970478378,"score_spread":0.1874073995070034,"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."}}