{"id":"W2032062761","doi":"10.7748/ns.26.34.32.s40","title":"I am fed up with agency nurses being unfairly stereotyped","year":2012,"lang":"en","type":"article","venue":"Nursing Standard","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Norfolk General Hospital","funders":"","keywords":"Agency (philosophy); Psychology; Nursing; Medicine; Sociology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006625142,0.0003718747,0.0003748995,0.0002274571,0.000684404,0.0002886887,0.0002624292,0.0001768608,0.0002265912],"category_scores_gemma":[0.0001718163,0.0003417119,0.0000971893,0.0004812763,0.0003508441,0.001198347,0.000004066978,0.0004967236,0.0001085539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006671824,"about_ca_system_score_gemma":0.0001740593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005447921,"about_ca_topic_score_gemma":0.00001628677,"domain_scores_codex":[0.9971078,0.0002982616,0.0003591917,0.0004413154,0.0007466045,0.00104682],"domain_scores_gemma":[0.9983708,0.0002300703,0.0002514387,0.0005781593,0.0002311719,0.0003383101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01211855,0.001657873,0.07765379,0.0002719903,0.0002187132,0.00001167489,0.3529735,0.00001123117,0.003572322,0.008244491,0.07954987,0.4637161],"study_design_scores_gemma":[0.009723045,0.006465029,0.2349934,0.006817335,0.002687243,0.0007705318,0.1067678,0.00008399454,0.05275107,0.01508297,0.5594496,0.004408048],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8860312,0.001890731,0.002546414,0.01519135,0.02883016,0.0007420405,0.00002329593,0.0007337348,0.0640111],"genre_scores_gemma":[0.9920019,0.000005297567,0.003220651,0.0005107053,0.001541711,0.00001536791,0.00003351341,0.0001196757,0.002551161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4798997,"threshold_uncertainty_score":0.9999035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756196698543016,"score_gpt":0.335689003884188,"score_spread":0.3081270368987578,"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."}}