{"id":"W4224274640","doi":"10.16995/dm.8177","title":"\"'A Certain Enemy Robbed Me of My Life': Medieval Riddles, Digital Transformations, and Pandemic Pedagogy\"","year":2022,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Digital Storytelling and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Experiential learning; Digital humanities; Sociology; Pandemic; Art; Humanities; Pedagogy; Mathematics education; Visual arts; Coronavirus disease 2019 (COVID-19); Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006422906,0.0002588595,0.0004337948,0.0001987813,0.0007758522,0.0000832241,0.0002947814,0.000120898,0.0003408258],"category_scores_gemma":[0.0007781019,0.0002503118,0.0001221306,0.0003173601,0.0002259128,0.0009741733,0.0001729041,0.0005784544,0.00008079714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002480149,"about_ca_system_score_gemma":0.0007095709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011794,"about_ca_topic_score_gemma":0.00002775076,"domain_scores_codex":[0.9972824,0.0001517538,0.0009304677,0.000364776,0.0007097972,0.0005607508],"domain_scores_gemma":[0.9980655,0.0007652363,0.000333975,0.0002960547,0.0001508359,0.0003884419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002246213,0.003081099,0.4302694,0.003809025,0.0007924858,0.00003278205,0.1568477,0.0007914181,0.0006656619,0.01755899,0.09769064,0.2862145],"study_design_scores_gemma":[0.004192049,0.00088091,0.01424216,0.0003974664,0.0001627227,0.00006981148,0.1179532,0.001252485,0.00006845586,0.008002277,0.8515268,0.001251673],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8931462,0.002090027,0.0004833154,0.00192595,0.001874582,0.001013969,0.002256097,0.0002988282,0.09691107],"genre_scores_gemma":[0.993761,0.0001331011,0.00003200133,0.0003481434,0.0003008398,0.0001732505,0.001261872,0.00004672408,0.003943083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7538362,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05240388326123088,"score_gpt":0.3681374790610884,"score_spread":0.3157335957998575,"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."}}