{"id":"W4206664820","doi":"10.18357/otessac.2021.1.1.50","title":"External Factors Explaining Students’ Persistence in Online Courses in Higher Education: A Study Among Two French-Speaking Universities in Canada","year":2021,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Conference","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Sherbrooke","funders":"","keywords":"Persistence (discontinuity); Higher education; Psychology; Attribution; Sample (material); Multilevel model; Regression analysis; Medical education; Social psychology; Political science; Medicine; Engineering; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001925409,0.0001406555,0.0002641527,0.0001756777,0.000393632,0.0002951819,0.0007508902,0.0001836259,0.0001496604],"category_scores_gemma":[0.0004443332,0.0001467248,0.00002808073,0.001451965,0.0001227146,0.000891492,0.000230116,0.001109289,7.589682e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003447042,"about_ca_system_score_gemma":0.01347759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5080249,"about_ca_topic_score_gemma":0.9720379,"domain_scores_codex":[0.9975967,0.00086751,0.0003683631,0.0003675172,0.000448591,0.0003512769],"domain_scores_gemma":[0.9987926,0.0004147777,0.0002902625,0.0001763783,0.0002761684,0.00004977289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002705375,0.000451453,0.9510457,0.000003901177,0.00001221981,0.000003897023,0.0420702,0.00003441719,0.00001099085,0.003225982,0.00001746798,0.003121071],"study_design_scores_gemma":[0.0003143378,0.000007204775,0.5425456,0.0001324169,0.000006115037,2.571244e-7,0.4557862,0.00001370015,0.00000489216,0.0007070252,0.0003937824,0.00008844971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860811,0.0004400869,0.000001105381,0.0117934,0.0004513441,0.000364236,0.000004008729,0.00001485785,0.0008498559],"genre_scores_gemma":[0.997207,0.0002782482,0.0002575671,0.0002765736,0.00005125672,0.0000464738,0.00001374704,0.000006577343,0.001862512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.464013,"threshold_uncertainty_score":0.9921151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06367812592781702,"score_gpt":0.3643988304653766,"score_spread":0.3007207045375596,"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."}}