{"id":"W4220789687","doi":"10.12688/hrbopenres.13290.2","title":"Children as innovators: harnessing the creative expertise of children to address practical and psychosocial challenges of the coronavirus disease 2019 (COVID-19) pandemic – COVISION study protocol","year":2022,"lang":"en","type":"preprint","venue":"HRB Open Research","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; University of Alberta","funders":"Economic and Social Research Council; Irish Research Council","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Psychosocial; 2019-20 coronavirus outbreak; Coronavirus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Disease; Virology; Medicine; Infectious disease (medical specialty); Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.009360274,0.0002468604,0.0004372559,0.0002211705,0.002160711,0.0004918787,0.002512195,0.0001658976,0.0008984886],"category_scores_gemma":[0.005257139,0.0001632893,0.0000864404,0.0008662891,0.0009469194,0.0002145213,0.006659642,0.001414996,0.00001081858],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000568634,"about_ca_system_score_gemma":0.01541039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04639725,"about_ca_topic_score_gemma":0.002282934,"domain_scores_codex":[0.9895059,0.005948328,0.0006066431,0.000872322,0.002585676,0.0004811313],"domain_scores_gemma":[0.9967281,0.0008184268,0.000458165,0.0009282145,0.0005716918,0.0004953897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001368869,0.002213513,0.6595834,0.00007720726,0.0002454001,0.000003351577,0.3014728,0.00001715119,0.000007196619,0.005418857,0.006473338,0.02311888],"study_design_scores_gemma":[0.001014709,0.0002152166,0.9385644,0.000192259,0.0000213524,0.000001352591,0.04999614,6.630339e-7,0.000009712847,0.002262304,0.007506869,0.0002150133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7326115,0.0003697469,0.000003815677,0.03622652,0.0002536643,0.2252353,0.0001295972,0.00002968666,0.005140192],"genre_scores_gemma":[0.9138297,0.0003059914,0.00009429519,0.0003946853,0.0003064052,0.08409928,0.00002163013,0.00003621931,0.0009117557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.278981,"threshold_uncertainty_score":0.9991384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3774641674116004,"score_gpt":0.5945808797337143,"score_spread":0.2171167123221139,"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."}}