{"id":"W4404425016","doi":"10.12927/cjnl.2024.27469","title":"Nurse-Led Clinical Pathway Development for Cardiac Surgery: A Systematic Quality Improvement Approach","year":2024,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Columbian Hospital","funders":"","keywords":"Nursing; Quality (philosophy); Medicine; Cardiac surgery; Psychology; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.290506,0.002253541,0.003554875,0.01821236,0.004475485,0.009306847,0.005134338,0.002080957,0.001182279],"category_scores_gemma":[0.3218307,0.001491208,0.003650048,0.01545759,0.003748681,0.005591505,0.008863142,0.003840646,0.0002666133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.024572,"about_ca_system_score_gemma":0.1731484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01500433,"about_ca_topic_score_gemma":0.05092686,"domain_scores_codex":[0.5185583,0.4000763,0.03510486,0.01069294,0.03334845,0.002219178],"domain_scores_gemma":[0.6104984,0.2296979,0.05751853,0.01742948,0.0751237,0.009731937],"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":[0.0003850947,0.001642609,0.01759336,0.06604289,0.003265893,0.0002317871,0.0179048,0.006384517,0.0007972833,0.007091245,0.007773417,0.8708872],"study_design_scores_gemma":[0.01076397,0.02372937,0.07977166,0.4481243,0.01853751,0.001872811,0.085429,0.05733543,0.0109677,0.05984187,0.2019612,0.001665218],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.09486068,0.1391129,0.5127873,0.07191892,0.00366096,0.160091,0.002119565,0.002482922,0.0129657],"genre_scores_gemma":[0.1339298,0.02006612,0.8170519,0.003456137,0.0002043022,0.02439451,0.0005233798,0.00007515858,0.0002987329],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.290506,"threshold_uncertainty_score":0.8749324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.670568925923805,"score_gpt":0.5210915344929781,"score_spread":0.1494773914308269,"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."}}