{"id":"W6964084909","doi":"10.25416/ntr.17709860.v3","title":"Being creative in the face of adversity - Annual creativeHE collection 2021","year":2021,"lang":"en","type":"other","venue":"Edge Hill University","topic":"Agricultural Development and Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Face (sociological concept); Pandemic; Coronavirus disease 2019 (COVID-19); Data collection; 2019-20 coronavirus outbreak","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001367398,0.000144238,0.0002043203,0.00003413875,0.000143679,0.000009154382,0.0002792662,0.000138273,0.00320078],"category_scores_gemma":[0.00001768592,0.00005490137,0.00009145891,0.0007102133,0.00006048928,0.00005704975,0.0001703125,0.0001364158,0.00001094211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009432055,"about_ca_system_score_gemma":0.00001217819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002770939,"about_ca_topic_score_gemma":0.007126078,"domain_scores_codex":[0.9991208,0.0002341819,0.00008344153,0.0002528928,0.0001698431,0.0001388096],"domain_scores_gemma":[0.9996631,0.00008060615,0.0001287164,0.00004513902,0.00005352911,0.00002889246],"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":[0.00004930948,0.0002418733,0.007078244,0.00003714595,0.0001581219,0.000110135,0.004601128,0.000002590538,0.0003750554,0.0007309621,0.9754646,0.0111508],"study_design_scores_gemma":[0.0001463216,0.00005100181,0.2178678,0.00009699201,0.00003258505,8.146195e-7,0.03280242,0.000001783172,0.00004257008,0.00001178656,0.748778,0.0001679998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05172705,0.0001618069,0.00001204437,0.0006474804,0.0001601728,0.0004530291,0.0001224621,0.00002881886,0.9466872],"genre_scores_gemma":[0.07089236,0.0005691214,0.00006349714,0.00004139596,0.0001316542,9.274117e-7,0.0004072525,0.000002190341,0.9278916],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2266867,"threshold_uncertainty_score":0.9977104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009553435587587897,"score_gpt":0.1754710145913735,"score_spread":0.1659175790037856,"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."}}