{"id":"W4308514143","doi":"10.22541/au.166792374.47091834/v1","title":"Predictors of Persistence and Success in Online Education","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distance education; Quarter (Canadian coin); Higher education; Medical education; Online learning; Psychology; Persistence (discontinuity); Academic year; Statistics education; Mathematics education; Political science; Medicine; Geography; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001542184,0.0002906506,0.0003214877,0.001248995,0.0007846166,0.002266101,0.000771773,0.0006431686,0.01329851],"category_scores_gemma":[0.01028403,0.0002009352,0.0006073832,0.001441445,0.0005915457,0.001148625,0.001098703,0.001444871,0.001370873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481813,"about_ca_system_score_gemma":0.0007612032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006473775,"about_ca_topic_score_gemma":0.006541639,"domain_scores_codex":[0.9992441,0.0001586777,0.00007360068,0.0001264524,0.0002262588,0.0001710042],"domain_scores_gemma":[0.9871048,0.003819908,0.004614269,0.0005273445,0.001183751,0.002749942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001626102,0.00009938914,0.9966043,0.00001295343,0.00003276675,0.00001716913,0.00009327686,0.00004915617,0.00001717832,0.00004277182,0.0002319068,0.002782947],"study_design_scores_gemma":[0.000002210596,0.00007502211,0.9982437,0.00002960865,0.00001954526,0.00006497112,0.0005651814,0.0002981435,0.00003635992,0.0001421927,0.000518079,0.000005048478],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954828,0.0004207733,0.0002001093,0.000492557,0.00002331558,0.00001816862,0.0007624027,0.00001740273,0.00258255],"genre_scores_gemma":[0.9981369,0.0002237169,0.0001382027,0.00005347091,0.00003363538,0.00001544597,0.0004757069,0.000005831178,0.0009171094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01329851,"threshold_uncertainty_score":0.04448795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061302499877679,"score_gpt":0.3484072711186431,"score_spread":0.3177942461198663,"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."}}