{"id":"W7112534213","doi":"","title":"Experiences of Northern Ontario Nurse Educators in Adapting Teaching Methods","year":2025,"lang":"","type":"article","venue":"ScholarWorks (Walden University)","topic":"Nursing education and management","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nurse education; Bachelor; Accreditation; Qualitative research; Lifelong learning; Nurse educator; Professional development; Teaching method; Preceptor","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001689883,0.0004185516,0.0006098988,0.002482028,0.0007120914,0.0002201434,0.001058687,0.0003411904,0.0003778096],"category_scores_gemma":[0.0003622161,0.0005434312,0.0002578262,0.002255987,0.0003162542,0.001030521,0.0002243188,0.001852218,0.00001351036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003097517,"about_ca_system_score_gemma":0.001129298,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01513091,"about_ca_topic_score_gemma":0.07048669,"domain_scores_codex":[0.9959504,0.001503523,0.0006566839,0.000859692,0.0003376771,0.0006920137],"domain_scores_gemma":[0.9980666,0.0003441694,0.0004528588,0.0007581091,0.0001779828,0.0002002873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005856231,0.001819995,0.1445076,0.0002176518,0.0002787892,0.00003842961,0.5626722,0.0005458311,0.0003362976,0.01398186,0.00251754,0.2724983],"study_design_scores_gemma":[0.001355024,0.0001223702,0.0210868,0.003175341,0.0003665922,0.00000204471,0.7765158,0.0002018567,0.0009271635,0.00028047,0.195388,0.0005785952],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8804395,0.000651231,0.002053855,0.001726556,0.01599761,0.0006064902,9.892309e-7,0.00006437759,0.09845941],"genre_scores_gemma":[0.8949389,0.00001483901,0.01078975,0.0001545869,0.00008089645,0.00000358819,0.00000565406,0.00002830507,0.09398351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2719196,"threshold_uncertainty_score":0.9997017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538175050395386,"score_gpt":0.317030168997488,"score_spread":0.3016484184935341,"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."}}