{"id":"W2080386735","doi":"10.7748/ns2004.08.18.47.33.c3662","title":"Benefits of pre-operative information programmes","year":2004,"lang":"en","type":"review","venue":"Nursing Standard","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Richmond Hospital","funders":"","keywords":"Multidisciplinary approach; Business; Medicine; Operations management; Medical emergency; Nursing; Economics; 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":[0.0002574442,0.0003007308,0.002653342,0.0001965434,0.00005205311,0.00004056745,0.00007347712,0.0002954799,0.00003516306],"category_scores_gemma":[0.0001516022,0.0002076504,0.0009553971,0.0002813505,0.0001401051,0.0001414376,0.000008715765,0.0002730254,0.00001614798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004581911,"about_ca_system_score_gemma":0.0007856161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007343059,"about_ca_topic_score_gemma":4.460996e-7,"domain_scores_codex":[0.9983175,0.0000677138,0.0006677228,0.0001676779,0.0005441001,0.0002352225],"domain_scores_gemma":[0.9989904,0.0001298119,0.0002779988,0.0002706231,0.0002169412,0.00011424],"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":[0.0001139698,0.00004399129,0.00001080275,0.01062358,0.0001447369,0.000004938813,0.0008205759,0.000003968283,8.915387e-9,0.005364435,0.00009846391,0.9827706],"study_design_scores_gemma":[0.0006086878,0.0003934037,0.0001168816,0.06980304,0.001360204,0.0001836932,0.00005715071,3.330005e-7,0.00000488468,0.00001689738,0.9272758,0.0001790375],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002215959,0.9841029,0.0001875931,0.000135632,0.0002157633,0.001308713,0.0001039082,0.00006529279,0.01385802],"genre_scores_gemma":[0.0000503745,0.9979962,0.00110778,0.00002905157,0.0001021874,0.00004227102,0.000283441,0.00002761054,0.0003611188],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9825915,"threshold_uncertainty_score":0.8467736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0257071521068175,"score_gpt":0.3680506569551933,"score_spread":0.3423435048483758,"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."}}