{"id":"W3210179800","doi":"10.1007/s10649-021-10113-5","title":"Mathematics education in a time of crisis—a viral pandemic","year":2021,"lang":"en","type":"editorial","venue":"Educational Studies in Mathematics","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Pandemic; Mathematics education; Coronavirus disease 2019 (COVID-19); Virology; Psychology; Medicine; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01231399,0.004369035,0.004888785,0.00634085,0.006445265,0.01529956,0.00534017,0.03401988,0.01286008],"category_scores_gemma":[0.04962219,0.001550466,0.003238673,0.003214048,0.00456396,0.006796746,0.003175068,0.03435175,0.008223188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005828124,"about_ca_system_score_gemma":0.008663097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007507948,"about_ca_topic_score_gemma":0.02051905,"domain_scores_codex":[0.9915412,0.001711357,0.001234237,0.0007973044,0.004023452,0.0006924928],"domain_scores_gemma":[0.9482314,0.030225,0.001996678,0.0009196574,0.01267834,0.005948901],"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":[0.0000230329,0.00001265828,0.000028579,0.0002525934,0.00001939838,0.0001160774,0.00003558227,0.00002273243,0.00002404687,0.0003425295,0.9955639,0.00355892],"study_design_scores_gemma":[0.00005213874,0.0000270756,0.0004986749,0.001360177,0.0000728371,0.000233609,0.0002629497,0.0001315111,0.00006275868,0.001545202,0.9957211,0.00003193954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002377879,0.005298244,0.00003588293,0.04505955,0.9486073,0.000006774732,0.00003039486,0.00001915087,0.0009190051],"genre_scores_gemma":[0.0003022447,0.004268739,0.00004660547,0.01927106,0.9728972,0.00001148384,0.00001852987,0.00002487417,0.003159164],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03401988,"threshold_uncertainty_score":0.06512338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.168235164709394,"score_gpt":0.4963923375791531,"score_spread":0.3281571728697591,"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."}}