{"id":"W3112114113","doi":"10.7202/1073720ar","title":"Persévérance aux études et processus général d’acculturation d’étudiants résidents permanents inscrits dans des universités québécoises : les défis d’intégration et d’adaptation","year":2020,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001807342,0.0003405603,0.0003044564,0.0002214876,0.00381999,0.0006909063,0.0007556067,0.0002001189,0.0001497884],"category_scores_gemma":[0.002519722,0.0003731563,0.0001256616,0.002745513,0.003515102,0.005160514,0.0001170571,0.0003443652,0.0001228237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002411555,"about_ca_system_score_gemma":0.003459638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02428965,"about_ca_topic_score_gemma":0.09724398,"domain_scores_codex":[0.9952999,0.001635081,0.0004899523,0.0008117981,0.001013623,0.0007496696],"domain_scores_gemma":[0.9975367,0.0003642185,0.0003959835,0.000175205,0.00112814,0.0003997796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003230863,0.0004022305,0.04212018,0.0006386143,0.0000619074,0.000006611328,0.8778085,0.004343297,0.002217236,0.06203717,0.002145858,0.008186134],"study_design_scores_gemma":[0.0005635332,0.0006128935,0.3116776,0.0008857006,0.0001750778,0.00002187965,0.6530297,0.01413961,0.0004262861,0.006333116,0.0113254,0.0008092299],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093313,0.00321318,0.003242816,0.06930012,0.0008760085,0.0007222212,0.00004371397,0.0001361693,0.0131345],"genre_scores_gemma":[0.9840567,0.007870865,0.004401224,0.0007043866,0.0004750382,0.00008340089,0.0000741136,0.00002423982,0.002310047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2695574,"threshold_uncertainty_score":0.999872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3597269620459372,"score_gpt":0.4473488521203283,"score_spread":0.08762189007439108,"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."}}