{"id":"W2068153213","doi":"10.1188/12.onf.123","title":"Preserving Tradition and Embracing Change","year":2012,"lang":"en","type":"editorial","venue":"Oncology nursing forum","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Oncology nursing; Psychosocial; Nursing; Haven; Health care; Nurse education; Law","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001226607,0.0005499459,0.000740307,0.0004443649,0.0008078571,0.0002163519,0.0003881616,0.002264219,0.00009182031],"category_scores_gemma":[0.0009161129,0.0006211759,0.0001363601,0.000243371,0.0004529987,0.001284722,0.00002003212,0.002124128,0.00006999359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019184,"about_ca_system_score_gemma":0.0004489615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002651088,"about_ca_topic_score_gemma":0.0001162609,"domain_scores_codex":[0.9961955,0.0006723487,0.000524968,0.0007767802,0.0006225564,0.001207864],"domain_scores_gemma":[0.9961252,0.002087119,0.000699874,0.0005574324,0.000200034,0.0003303703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003804681,0.000472832,0.0001144379,0.0002569918,0.00004154172,0.000003963252,0.01810126,2.247338e-7,0.00009787935,0.0002364338,0.8980025,0.08229148],"study_design_scores_gemma":[0.0008113959,0.000672162,0.0006240868,0.001616695,0.0006771582,0.00007318798,0.007050733,0.00004360816,0.00008801873,0.003567166,0.9841524,0.0006233896],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0005294129,0.007837184,0.00004962282,0.04359746,0.9297988,0.0006142551,0.00004429006,0.0002653844,0.01726363],"genre_scores_gemma":[0.02279848,0.0001121067,0.001087683,0.000858966,0.9726869,0.0001472408,0.0008490692,0.0002233927,0.001236189],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08614992,"threshold_uncertainty_score":0.999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04965131347706532,"score_gpt":0.3632632195365312,"score_spread":0.3136119060594659,"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."}}