{"id":"W3161143857","doi":"10.3390/su13095038","title":"Factors for Sustainable Online Learning in Higher Education during the COVID-19 Pandemic","year":2021,"lang":"en","type":"article","venue":"Sustainability","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Online learning; Psychology; Affect (linguistics); Mathematics education; Salient; Contingency; Medical education; Higher education; Computer science; Multimedia; Political science; Medicine; Infectious disease (medical specialty); Disease","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002857433,0.0001749047,0.0001995782,0.000717448,0.002654059,0.003576744,0.000433813,0.0008867604,0.006053668],"category_scores_gemma":[0.009042958,0.0001834992,0.0003822873,0.0007365366,0.001504323,0.00117066,0.001554507,0.001499524,0.0004248409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001847851,"about_ca_system_score_gemma":0.003287053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009773215,"about_ca_topic_score_gemma":0.02207543,"domain_scores_codex":[0.9973509,0.001219588,0.0001360513,0.0001454562,0.0003771857,0.0007708741],"domain_scores_gemma":[0.9868433,0.003376871,0.00348424,0.0003109683,0.001041387,0.004943247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000878342,0.001679177,0.9388593,0.0001113539,0.00004954636,0.0004481584,0.02427875,0.0001924691,0.001044792,0.0008207557,0.002067548,0.0303603],"study_design_scores_gemma":[0.000008407162,0.0001493613,0.9453831,0.00006722425,0.00001628079,0.0000746171,0.05021715,0.0002784187,0.0001928848,0.0003029235,0.00328951,0.00002003789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938594,0.00008955645,0.0001523761,0.001167623,0.00002041819,0.00003563791,0.00002313095,0.000006955629,0.004645024],"genre_scores_gemma":[0.999159,0.00007226374,0.0001526739,0.0001576057,0.000009359372,0.00001018937,0.00001478819,0.000002563301,0.0004215376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009773215,"threshold_uncertainty_score":0.02025151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09999724422204927,"score_gpt":0.4533384254218462,"score_spread":0.353341181199797,"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."}}