{"id":"W4220952835","doi":"10.3389/feduc.2022.779756","title":"Students Starting University: Exploring Factors That Promote Success for First-Year International and Domestic Students","year":2022,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Saint Mary's University","funders":"Social Sciences and Humanities Research Council of Canada; Mitacs","keywords":"Psychology; Higher education; Social psychology; Medical education; Mathematics education; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001058033,0.0003752361,0.0003540122,0.001291209,0.002444917,0.003417164,0.0006985239,0.000523561,0.003639742],"category_scores_gemma":[0.004329504,0.0001949622,0.0004138714,0.001350033,0.001067762,0.0009346072,0.002022307,0.001103872,0.0003970582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002660589,"about_ca_system_score_gemma":0.005200793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1779848,"about_ca_topic_score_gemma":0.3504768,"domain_scores_codex":[0.9993327,0.00008815967,0.00002984154,0.00005116665,0.0001764769,0.0003216847],"domain_scores_gemma":[0.9952689,0.0003970189,0.0009906765,0.00007458704,0.0004812289,0.002787604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004683722,0.0002130025,0.9814906,0.00002305168,0.00001896315,0.0000760072,0.00806607,0.00002316131,0.0001510365,0.0001759834,0.0003816375,0.009333629],"study_design_scores_gemma":[0.000002020214,0.00008893864,0.9685352,0.00002762273,0.00001022481,0.00003727161,0.03037271,0.00006249182,0.00008323868,0.00004030034,0.0007302391,0.000009777164],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981425,0.00006147634,0.00001733516,0.00009931051,0.000003999848,0.000007067322,0.0000410848,0.000001505304,0.001625712],"genre_scores_gemma":[0.9993169,0.00007489327,0.00004407984,0.00002114116,0.000002227886,0.000004388305,0.00006689564,0.000001193346,0.000468181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1779848,"threshold_uncertainty_score":0.3538976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04276224899400444,"score_gpt":0.3849454758924729,"score_spread":0.3421832268984684,"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."}}