{"id":"W4417505297","doi":"10.1016/j.nepr.2025.104698","title":"Pedagogical practices to support student workload management: A collaborative study with nursing educators","year":2025,"lang":"en","type":"article","venue":"Nurse Education in Practice","topic":"Nursing education and management","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Montreal Heart Institute; Université du Québec à Montréal; Hôpital Charles-Le Moyne; Université de Sherbrooke; Université de Montréal","funders":"","keywords":"Workload; Nurse education; Nurse educator; Student nurse; Nursing practice","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001125062,0.0003421961,0.000310724,0.001114932,0.0003269728,0.0005013492,0.0004553907,0.00008028653,0.0001627027],"category_scores_gemma":[0.0008462666,0.0003371923,0.00003516853,0.003180857,0.00008852506,0.00111352,0.00004258758,0.0004364582,0.0002257937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390146,"about_ca_system_score_gemma":0.001223354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001810223,"about_ca_topic_score_gemma":0.0001998321,"domain_scores_codex":[0.9965871,0.0007131322,0.000586472,0.0008972494,0.0006835176,0.0005325088],"domain_scores_gemma":[0.9972983,0.0005034923,0.0006489005,0.0007690393,0.0005499901,0.0002302931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004464012,0.05684831,0.05304094,0.0001118538,0.0003844226,0.00002972722,0.1852217,0.0001267386,0.0000200885,0.02373292,0.3367409,0.3392784],"study_design_scores_gemma":[0.0009358866,0.0007836153,0.07095634,0.0005576812,0.0005052502,0.000009050381,0.5683085,0.000001488791,0.0000322464,0.0001517292,0.3575007,0.0002575546],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4293,0.0003136821,0.0001352704,0.104108,0.02522533,0.005710538,0.00000204322,0.0001948367,0.4350103],"genre_scores_gemma":[0.9121938,0.00002989234,0.008325059,0.00886828,0.0003224462,0.001483747,0.00001807935,0.00005271949,0.06870601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4828938,"threshold_uncertainty_score":0.999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234470325072667,"score_gpt":0.481785972730412,"score_spread":0.4494412694796853,"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."}}