{"id":"W4212780504","doi":"10.1080/13611267.2022.2030186","title":"Towards a better understanding of an academic success center in an EMI context","year":2022,"lang":"en","type":"article","venue":"Mentoring & Tutoring Partnership in Learning","topic":"Student Assessment and Feedback","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Context (archaeology); Mathematics education; Reading (process); Computer science; Point (geometry); Academic year; Psychology; Pedagogy; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.007729736,0.0005163178,0.0005230765,0.002560627,0.003222089,0.007992,0.00112106,0.0009900272,0.001533339],"category_scores_gemma":[0.00849154,0.0002466109,0.0002105389,0.00150163,0.004335498,0.006788482,0.004664625,0.001470984,0.0001376389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00321363,"about_ca_system_score_gemma":0.002967177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004785769,"about_ca_topic_score_gemma":0.007219563,"domain_scores_codex":[0.9958402,0.002732716,0.000155167,0.0004153114,0.0004832781,0.0003733971],"domain_scores_gemma":[0.9932531,0.002864234,0.001414666,0.0002667878,0.001206318,0.0009949011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000227256,0.000677676,0.1916756,0.0007702425,0.00003778854,0.00123949,0.6535506,0.0007025679,0.006581501,0.02187941,0.000651838,0.122006],"study_design_scores_gemma":[0.00001027077,0.0005398098,0.2205327,0.0004786353,0.00003477307,0.0005739246,0.7483572,0.002136382,0.002431478,0.004756274,0.02009392,0.00005466197],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792153,0.00119651,0.007564223,0.001549871,0.00002612873,0.0000789136,0.00003362484,0.00004042145,0.01029505],"genre_scores_gemma":[0.9957144,0.0003049807,0.00340058,0.00005933757,0.000005872347,0.00002662788,0.00001084649,0.000005662108,0.000471882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007992,"threshold_uncertainty_score":0.04087925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1365737573808465,"score_gpt":0.4107348815799051,"score_spread":0.2741611241990586,"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."}}