{"id":"W6964005133","doi":"10.25416/ntr.17709860.v2","title":"Being creative in the face of adversity - Annual creativeHE collection 2021","year":2021,"lang":"en","type":"other","venue":"Edge Hill University","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Pandemic; Data collection; Coronavirus disease 2019 (COVID-19); Creativity","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004796676,0.0003542202,0.0005821658,0.0009864407,0.0002212769,0.0000117386,0.0005877113,0.0004185936,0.005313276],"category_scores_gemma":[0.0001735299,0.0003558718,0.0002283422,0.002677765,0.0003719905,0.0001487067,0.0002940333,0.0005865333,0.0001731153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008391676,"about_ca_system_score_gemma":0.0003195061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005613651,"about_ca_topic_score_gemma":0.005371983,"domain_scores_codex":[0.9970266,0.00149648,0.0001647967,0.0005829173,0.0004247966,0.0003043932],"domain_scores_gemma":[0.9985291,0.0002435319,0.000414943,0.0005209824,0.0002163035,0.00007515184],"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":[0.0002681454,0.0005170043,0.006801861,0.00009914875,0.0004674418,0.000488996,0.02599585,0.0000396237,0.0001086768,0.001168425,0.9637985,0.0002463306],"study_design_scores_gemma":[0.001715403,0.0001094802,0.02598535,0.0005550527,0.0002964461,0.000009809641,0.08655627,0.00004014285,0.000173601,0.00002241128,0.8839946,0.0005414704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00639177,0.000304229,0.0002322109,0.0000675885,0.0002176351,0.0006246124,0.00158598,0.00006949774,0.9905065],"genre_scores_gemma":[0.02799207,0.0002034607,0.0002415447,0.00001698422,0.0001434472,8.163798e-7,0.0003770183,0.0001836396,0.9708411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07980394,"threshold_uncertainty_score":0.9998893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037939633145971,"score_gpt":0.2174259791351313,"score_spread":0.2070465828036716,"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."}}