{"id":"W4402161841","doi":"10.1016/j.teln.2024.07.018","title":"English as an Additional Language Learners’ Journey Through Nursing Education in Canada","year":2024,"lang":"en","type":"article","venue":"Teaching and learning in nursing","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Manitoba","funders":"","keywords":"Nursing; Psychology; Medicine; Medical education; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001531825,0.0001343285,0.0001728492,0.0001904793,0.001119234,0.00005453689,0.0001368832,0.0001262821,0.0003744349],"category_scores_gemma":[0.001429911,0.000143196,0.00002088637,0.00016875,0.00004966862,0.0002288993,0.00001920348,0.005275033,0.00001245527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001980909,"about_ca_system_score_gemma":0.00409347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6477181,"about_ca_topic_score_gemma":0.1791942,"domain_scores_codex":[0.9953644,0.003330734,0.0004141086,0.0002938792,0.0001926395,0.0004042624],"domain_scores_gemma":[0.9980058,0.001562123,0.00009452931,0.0001918343,0.0000525116,0.0000931732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002764255,0.00007302552,0.01241719,0.000151003,0.000003618569,0.00000762587,0.5385122,0.0003826345,0.00001770446,0.01108501,0.005582694,0.4317397],"study_design_scores_gemma":[0.0002568678,0.0000720364,0.01415003,0.03519167,0.00001003455,0.00002737018,0.9024433,0.01376949,0.000001940767,0.002655332,0.03114122,0.000280701],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8708741,0.002236887,0.00005715819,0.002431107,0.001392571,0.0001651838,0.000009715863,0.0001814618,0.1226518],"genre_scores_gemma":[0.9948245,0.00004144802,0.001238046,0.0006802768,0.0005123178,0.00003959216,0.0002132553,0.00003513032,0.002415383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4685239,"threshold_uncertainty_score":0.9970198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02898609696360531,"score_gpt":0.4425982251587635,"score_spread":0.4136121281951582,"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."}}