{"id":"W1998800153","doi":"10.1016/j.ijnurstu.2004.02.009","title":"Perceptions of nursing: confirmation, change and the student experience","year":2004,"lang":"en","type":"article","venue":"International Journal of Nursing Studies","topic":"Nursing education and management","field":"Nursing","cited_by":154,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Perception; Nursing; Nurse education; Context (archaeology); Psychology; Affect (linguistics); Attrition; Value (mathematics); Medical education; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003134592,0.0001089307,0.0002289436,0.000220042,0.0001615443,0.00006232917,0.0002826984,0.00002363689,0.0000114648],"category_scores_gemma":[0.0001568035,0.0000768718,0.0001083662,0.0001079509,0.0008643758,0.0002779442,0.00002150452,0.0001193637,0.000002112511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004326312,"about_ca_system_score_gemma":0.0000196633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001462792,"about_ca_topic_score_gemma":0.000002670756,"domain_scores_codex":[0.9986792,0.00007224122,0.0004803556,0.0001022958,0.0005492771,0.0001166104],"domain_scores_gemma":[0.9984599,0.0001137347,0.0004580382,0.0001028648,0.0008248328,0.00004064594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007549166,0.001568836,0.001473121,0.00001997851,0.0006524582,0.00000649809,0.7708123,0.0001807919,0.0009039495,0.03419,0.00880616,0.180631],"study_design_scores_gemma":[0.01157354,0.0007573998,0.2850514,0.00897731,0.0008038873,0.0007990988,0.6209739,0.00006175067,0.002824106,0.06006556,0.007692258,0.0004197915],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8105916,0.005882584,0.0009393915,0.1567538,0.02379847,0.0003346641,0.000003703969,0.00002263896,0.001673124],"genre_scores_gemma":[0.9975719,0.0005037315,0.0006243233,0.0006498955,0.000530034,0.00001059557,0.000001035664,0.000008772448,0.0000996958],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2835783,"threshold_uncertainty_score":0.3184829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.114979400656146,"score_gpt":0.4607084579172542,"score_spread":0.3457290572611082,"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."}}