{"id":"W7036860726","doi":"","title":"A Critical Analysis of Instructors' Perceptions of the Academic Skills of First Year International Graduate Students Enrolled in Education Courses","year":2023,"lang":"en","type":"dissertation","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Discipline; Context (archaeology); English for academic purposes; Perception; Learning development; Higher education; Graduate students; Literacy; Critical thinking","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":[0.01025641,0.0002524882,0.000253981,0.002440664,0.005688666,0.003848329,0.0007157957,0.0004535686,0.002269769],"category_scores_gemma":[0.03061877,0.0001836966,0.0002578864,0.001272233,0.004433073,0.001774607,0.001880353,0.001276752,0.0001638231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006072291,"about_ca_system_score_gemma":0.007647285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01618299,"about_ca_topic_score_gemma":0.03027218,"domain_scores_codex":[0.9963322,0.001801796,0.000226398,0.0002471035,0.0009548724,0.0004375403],"domain_scores_gemma":[0.967224,0.01910648,0.002761347,0.000719202,0.008174326,0.002014642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003503856,0.0001035332,0.02679231,0.0000957611,0.000005209915,0.0002328768,0.9525071,0.00001362109,0.001708328,0.001099026,0.0009394981,0.01646767],"study_design_scores_gemma":[0.00000409016,0.00008945937,0.02425369,0.0001245269,0.000006623871,0.00008306377,0.9669721,0.00005416601,0.0007426079,0.0003214001,0.007336815,0.00001143246],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874839,0.0001236176,0.001134639,0.0008360071,0.00004615896,0.0002503262,0.0000445589,0.0000120322,0.01006874],"genre_scores_gemma":[0.994966,0.0001994871,0.001003261,0.0002360788,0.0000146935,0.0001751997,0.0000380318,0.000008153783,0.003359113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01618299,"threshold_uncertainty_score":0.05424172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02532161194497514,"score_gpt":0.3500354540509948,"score_spread":0.3247138421060197,"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."}}