{"id":"W2008555148","doi":"10.1136/jramc-154-01-12","title":"Getting The Best of Both Worlds – Clinical Excellence at a Peripheral Unit","year":2008,"lang":"en","type":"article","venue":"Journal of the Royal Army Medical Corps","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Excellence; Retraining; Audit; Unit (ring theory); Medicine; Quality (philosophy); Medical emergency; Best practice; Clinical Practice; Nursing; Psychology; Business; Management; Political science","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":[0.003465332,0.000110004,0.0004513811,0.000064567,0.0002536478,0.00001091244,0.0008326306,0.0001097508,0.0006676006],"category_scores_gemma":[0.001513382,0.0000655488,0.0003455232,0.0001762698,0.0003795847,0.00004807252,0.0002962187,0.0007175604,0.00006176961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008233693,"about_ca_system_score_gemma":0.0001469514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006809004,"about_ca_topic_score_gemma":0.0001271748,"domain_scores_codex":[0.9976662,0.0001702713,0.001490902,0.0001433158,0.0002545855,0.0002747175],"domain_scores_gemma":[0.9978487,0.0003964148,0.001151478,0.0002982382,0.00005722578,0.0002479211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004365871,0.001111392,0.8178628,0.0002307743,0.0005078293,0.0003494433,0.002976456,0.0009835595,0.000004520306,0.05397973,0.09047011,0.03108678],"study_design_scores_gemma":[0.001662343,0.0005884411,0.1571094,0.0003158191,0.00003850104,0.0002426576,0.0002427679,0.007069268,0.00001660808,0.005245344,0.8272147,0.0002541043],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.928971,0.002248239,0.0008167693,0.05199188,0.001821757,0.0001481905,0.00001041556,0.000006007112,0.01398572],"genre_scores_gemma":[0.9875337,0.001190751,0.0001788407,0.00384166,0.000857808,0.00000210024,2.365517e-7,0.00001168192,0.006383245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7367446,"threshold_uncertainty_score":0.7309759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1042784073388788,"score_gpt":0.3182895707268367,"score_spread":0.2140111633879578,"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."}}