{"id":"W2137143634","doi":"10.12927/cjnl.2006.18174","title":"College Students' Perceptions of Nursing: A GEE Approach","year":2006,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Nursing education and management","field":"Nursing","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gee; Nursing; Workforce; Rating scale; Psychology; Nurse education; Multivariate analysis; Nursing shortage; Economic shortage; Perception; Generalized estimating equation; Medical education; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003060248,0.0002615279,0.0003212205,0.0004087462,0.0002784236,0.00007902999,0.0004148546,0.0001550869,0.000112235],"category_scores_gemma":[0.00003245967,0.0002887143,0.0001636334,0.0006131685,0.0005384312,0.0001703575,0.000009570108,0.0002633737,0.00006282238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006529187,"about_ca_system_score_gemma":0.00003917061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005488804,"about_ca_topic_score_gemma":0.000004955343,"domain_scores_codex":[0.99765,0.0001748993,0.00045432,0.0004625648,0.0006606076,0.0005975723],"domain_scores_gemma":[0.9990118,0.00006436728,0.0001835818,0.0005106163,0.0001139994,0.0001156532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005149503,0.01496607,0.007498794,0.0003490919,0.00007015547,0.000003569392,0.03057698,0.0003986575,0.008450872,0.03321918,0.8504671,0.05348454],"study_design_scores_gemma":[0.00628085,0.001007332,0.6440523,0.005170683,0.001207286,0.0001447227,0.2898957,0.001577264,0.006170907,0.02098518,0.02150645,0.002001353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5248305,0.001525496,0.009271199,0.05801108,0.02394459,0.002742189,0.00006010249,0.001238605,0.3783762],"genre_scores_gemma":[0.9816427,0.000001010866,0.004028513,0.0004204535,0.0005206413,0.00002772097,0.00006585592,0.00006165016,0.01323143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8289607,"threshold_uncertainty_score":0.9999565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474028791003463,"score_gpt":0.3517390643591332,"score_spread":0.2043361852587868,"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."}}