{"id":"W4321378460","doi":"10.1016/j.wombi.2023.02.004","title":"Can peers improve student retention? Exploring the roles peers play in midwifery education programmes in Canada","year":2023,"lang":"en","type":"article","venue":"Women and Birth","topic":"Nursing education and management","field":"Nursing","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; York University; University of Waterloo","funders":"Canadian Institutes of Health Research","keywords":"Mentorship; Workforce; Peer support; Psychology; Indigenous; Obstetrics; Peer mentoring; Medical education; Pedagogy; Medicine; Nursing; Political science","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":[0.0059935,0.0002587484,0.0006371639,0.001213179,0.01203556,0.004973745,0.002814799,0.0009585803,0.003361064],"category_scores_gemma":[0.01447955,0.0003413624,0.0005127926,0.00236493,0.003186516,0.00178745,0.006020388,0.002322397,0.0001899109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05486722,"about_ca_system_score_gemma":0.1788004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9479606,"about_ca_topic_score_gemma":0.9808704,"domain_scores_codex":[0.9931892,0.001511188,0.000217735,0.0004208767,0.001887419,0.002773644],"domain_scores_gemma":[0.9863809,0.001519629,0.001020533,0.0001459205,0.003865721,0.007067358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003784506,0.001144957,0.4403512,0.00140516,0.0001007278,0.00112946,0.3031065,0.0004230492,0.001191946,0.002784694,0.01134393,0.2366398],"study_design_scores_gemma":[0.00003420937,0.0005386842,0.4751254,0.001656766,0.00008484723,0.0001412642,0.4997931,0.0005758903,0.0004803211,0.0004358513,0.02103651,0.00009715063],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802537,0.001996204,0.000218321,0.01092173,0.0001089039,0.0001635855,0.0002171322,0.00001652916,0.006103965],"genre_scores_gemma":[0.9959702,0.001249857,0.0003437509,0.0007058284,0.00001769648,0.00005586406,0.00006540532,0.000009650433,0.001581716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486722,"threshold_uncertainty_score":0.3980914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674807360264292,"score_gpt":0.2668116119887895,"score_spread":0.2500635383861466,"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."}}