{"id":"W4405135926","doi":"10.1111/jan.16651/v2/review1","title":"Review for \"The Role of Nurse Implementation Scientists in Leading Health System Transformation in Atlantic Canada and Beyond: A Discussion Paper\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Nursing Education, Practice, and Leadership","field":"Nursing","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transformation (genetics); Political science; Engineering ethics; Engineering; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05350532,0.001258893,0.002202302,0.00666745,0.01005625,0.01232595,0.006209994,0.020676,0.02501046],"category_scores_gemma":[0.2048172,0.0009459159,0.001992708,0.004484234,0.005833331,0.005102466,0.003822709,0.009814523,0.01098543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03160547,"about_ca_system_score_gemma":0.1902294,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3339023,"about_ca_topic_score_gemma":0.6197011,"domain_scores_codex":[0.9337412,0.009967168,0.005369321,0.002227992,0.04430512,0.004389393],"domain_scores_gemma":[0.561501,0.06707047,0.00868933,0.005540357,0.3420352,0.01516372],"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":[0.00001129094,0.000009397645,0.00006838794,0.0005110493,0.0000111266,0.00003334304,0.0000895128,0.000008463419,0.00003478095,0.0007976705,0.9895483,0.008876616],"study_design_scores_gemma":[0.00004170335,0.00001720705,0.001860778,0.002171481,0.00006242147,0.00006178574,0.0002216654,0.00004997768,0.00008878644,0.0005106618,0.9948848,0.00002863986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0007139544,0.03727905,0.0007134657,0.6946329,0.2145834,0.001188577,0.001066467,0.0002610446,0.0495612],"genre_scores_gemma":[0.01251235,0.04468329,0.004153398,0.5693761,0.08105733,0.001692918,0.001974775,0.000493999,0.284056],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6660976,"threshold_uncertainty_score":0.6639176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724713297649325,"score_gpt":0.377663376408201,"score_spread":0.3504162434317078,"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."}}