{"id":"W4415020366","doi":"10.1016/j.ijnurstu.2025.105249","title":"Understanding the work life of clinical nurse educators in Canadian hospitals through the Job Demands-Resources Model: A descriptive qualitative study","year":2025,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Nursing education and management","field":"Nursing","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of New Brunswick","funders":"University of New Brunswick","keywords":"Workforce; Qualitative research; Interpersonal communication; Descriptive research; Work (physics); Interpersonal relationship; Job satisfaction; MEDLINE; Nurse educator","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00236286,0.000167823,0.0004305028,0.0004481451,0.0002770503,0.00009772617,0.0006510753,0.00004635579,0.000004675704],"category_scores_gemma":[0.001798169,0.0001046485,0.0002140545,0.0004884392,0.000613569,0.0002063265,0.00003339778,0.0004075866,9.822271e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549654,"about_ca_system_score_gemma":0.0003877096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566944,"about_ca_topic_score_gemma":0.007334881,"domain_scores_codex":[0.9971789,0.0006983859,0.001116775,0.0001847544,0.0005628871,0.0002583473],"domain_scores_gemma":[0.9971886,0.001253855,0.0006757738,0.0001782389,0.0006276326,0.00007594368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005733091,0.0007689202,0.02485096,0.000008428332,0.001726748,0.000005867294,0.8733309,0.002002168,0.000001006652,0.00973128,0.08334752,0.003652892],"study_design_scores_gemma":[0.0008922056,0.0001942005,0.04455527,0.001566899,0.0002735011,0.000002915629,0.917897,0.0001282938,0.000005147697,0.03350469,0.000882377,0.00009750788],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8446311,0.00295814,0.0008728598,0.1253126,0.02199343,0.0004451522,0.000004544896,0.000009678805,0.003772525],"genre_scores_gemma":[0.997824,0.00006877258,0.0002055436,0.001232079,0.0002726201,0.00001109371,4.435264e-7,0.00001267676,0.0003728005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1531929,"threshold_uncertainty_score":0.5392175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2354571312801967,"score_gpt":0.5067925666652091,"score_spread":0.2713354353850125,"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."}}