{"id":"W3212254773","doi":"10.1139/facets-2021-0084","title":"What the COVID-19 pandemic has taught us about teachers and teaching","year":2021,"lang":"en","type":"article","venue":"FACETS","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":101,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Society of Canada; University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Pandemic; Distancing; Set (abstract data type); Social distance; Coronavirus disease 2019 (COVID-19); Scale (ratio); Narrative; Psychology; Pedagogy; Mathematics education; Quality (philosophy); Sociology; Public relations; Political science; Medicine; Computer science; Geography; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006889215,0.0001439696,0.0001721086,0.0000351704,0.0004918759,0.0001563586,0.0001513536,0.0001238742,0.0007262427],"category_scores_gemma":[0.0001636352,0.0001090089,0.00005387637,0.00006369439,0.0001326086,0.0001349525,0.0001007763,0.0004836099,0.0001815228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002732168,"about_ca_system_score_gemma":0.0003965597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002078612,"about_ca_topic_score_gemma":0.002009137,"domain_scores_codex":[0.9984779,0.000423234,0.0001922278,0.0003873943,0.0001477165,0.0003715155],"domain_scores_gemma":[0.9988763,0.0003721123,0.00006592777,0.000408328,0.00001230077,0.0002650863],"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":[0.0001133952,0.0003038606,0.5771733,0.0001707552,0.0001570413,0.0002353423,0.1347408,0.00002062584,0.002146165,0.006319125,0.1066108,0.1720088],"study_design_scores_gemma":[0.0008860662,0.00004053262,0.06776361,0.00002529934,0.00002113987,0.0002121939,0.009527877,0.00001086583,0.00002985848,0.0002936094,0.9210552,0.0001337763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9604428,0.008505893,0.0002765147,0.02218523,0.001822437,0.0002985177,0.00001925404,0.0001141414,0.006335243],"genre_scores_gemma":[0.9489379,0.0005782428,0.00005044969,0.0344969,0.0001624135,0.00003668369,0.00002506785,0.00002019095,0.01569217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8144444,"threshold_uncertainty_score":0.7951849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495489011763013,"score_gpt":0.44550658002101,"score_spread":0.2959576788447087,"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."}}