{"id":"W2142479322","doi":"10.1016/s1010-7940(03)00578-5","title":"Surgical nurse assistants in cardiac surgery: a UK trainee's perspective","year":2003,"lang":"en","type":"letter","venue":"European Journal of Cardio-Thoracic Surgery","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Angina; EuroSCORE; Atrial fibrillation; Heart failure; Myocardial infarction; Coronary artery disease; Cardiology; Internal medicine; Diabetes mellitus; Surgery; Artery","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.04422299,0.0009313322,0.004266013,0.001879489,0.0005236835,0.0001250148,0.0005529401,0.0008498559,0.00109304],"category_scores_gemma":[0.003795053,0.0008180561,0.002722983,0.001128752,0.0002344765,0.0004627948,0.00006592005,0.01141626,0.0003497956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470765,"about_ca_system_score_gemma":0.002684111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006813665,"about_ca_topic_score_gemma":0.000005904149,"domain_scores_codex":[0.9371324,0.05519341,0.003362713,0.0007747709,0.001739954,0.001796801],"domain_scores_gemma":[0.9761797,0.01713848,0.003950553,0.000912576,0.001335039,0.0004836222],"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":[0.0006949447,0.00006228231,0.01756554,0.0003070844,0.0006807224,0.04937295,0.001537824,0.000005192468,0.000003086651,0.000006853341,0.913629,0.01613454],"study_design_scores_gemma":[0.0002842198,0.00006251473,0.008584733,0.003439065,0.0005336876,0.0009666536,0.005460145,5.474919e-7,0.000004589184,0.00006257938,0.9797984,0.000802881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04229425,0.03776972,0.00008202312,0.4885811,0.05123741,0.00119304,0.0005005714,0.0001624374,0.3781795],"genre_scores_gemma":[0.4237363,0.02054719,0.0009716977,0.3706604,0.1386031,0.00010451,0.0006238495,0.002903585,0.04184933],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.381442,"threshold_uncertainty_score":0.9998201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06750665996806406,"score_gpt":0.3938736438715047,"score_spread":0.3263669839034407,"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."}}