{"id":"W3095857460","doi":"10.1002/ece3.6937","title":"How the ecology and evolution of the COVID‐19 pandemic changed learning","year":2020,"lang":"en","type":"editorial","venue":"Ecology and Evolution","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Experiential learning; Pandemic; Coronavirus disease 2019 (COVID-19); Ecology; Evolutionary ecology; Psychology; Infectious disease (medical specialty); Biology; Disease; Mathematics education; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0009565179,0.0001958656,0.0004963254,0.00008899814,0.0004776256,0.00001758981,0.0001243139,0.0009578923,0.00005673591],"category_scores_gemma":[0.005947235,0.0001227776,0.00009243616,0.0001568179,0.0004877771,0.00005519902,0.0001476302,0.001198721,0.000004976832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000506929,"about_ca_system_score_gemma":0.001971682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672346,"about_ca_topic_score_gemma":0.001000998,"domain_scores_codex":[0.9981279,0.0006498006,0.0002709456,0.0003748241,0.0002389572,0.0003375685],"domain_scores_gemma":[0.9979651,0.001073223,0.0003572869,0.0002155031,0.0001271351,0.0002617714],"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":[0.0003923048,0.00005995079,0.3275045,0.0007210844,0.000140972,0.000005552136,0.0005523093,0.000008840759,0.00002873582,0.001301713,0.6687146,0.0005693748],"study_design_scores_gemma":[0.001215914,0.0006255846,0.4150172,0.00003180232,0.0003333061,0.00004374746,0.0006243563,0.0003168162,1.518371e-7,0.0009499149,0.5807428,0.00009837207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.2415831,0.01015148,0.000443119,0.1153251,0.6285621,0.002594739,0.0002146973,0.0001822018,0.0009434262],"genre_scores_gemma":[0.8673778,0.0008595384,0.00001177605,0.000621509,0.1296474,0.00005376987,0.0001398951,0.00001830622,0.001270009],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6257946,"threshold_uncertainty_score":0.7388143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223906861765074,"score_gpt":0.2824269805687202,"score_spread":0.2600362943922128,"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."}}