{"id":"W4413115315","doi":"10.12927/cjnl.2025.27660","title":"Championing Specialty Nursing Certification: A Call to Action for Canadian Nurse Executives","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nurses Association","funders":"","keywords":"Certification; Workforce; Nursing; Specialty; Call to action; Health care; Quality (philosophy); Public relations; Medicine; Psychology; Business; Political science; Family medicine; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02811945,0.0009597574,0.001117309,0.002777449,0.02488792,0.01621838,0.004923123,0.02699677,0.01759136],"category_scores_gemma":[0.05023679,0.0008443511,0.001488319,0.002813597,0.01269645,0.007381209,0.0100091,0.02549602,0.002499614],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06590062,"about_ca_system_score_gemma":0.4771427,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8769886,"about_ca_topic_score_gemma":0.9518575,"domain_scores_codex":[0.9724239,0.003395489,0.0008952694,0.001354193,0.01046757,0.01146368],"domain_scores_gemma":[0.8286811,0.01150363,0.003020213,0.001777115,0.05288529,0.1021327],"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":[0.00004147722,0.0001026077,0.004722169,0.0003100565,0.00002154628,0.0006024079,0.00359528,0.0001192832,0.000326398,0.00623121,0.9406443,0.04328335],"study_design_scores_gemma":[0.00007593661,0.00008937532,0.01247112,0.001210966,0.00004089486,0.000372443,0.01874588,0.0002923197,0.0001647513,0.004890809,0.9614993,0.0001462112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001926458,0.004008131,0.0002043831,0.9813445,0.006496501,0.00003303036,0.00004261564,0.00005446747,0.005889959],"genre_scores_gemma":[0.07117492,0.01282421,0.003959924,0.8754552,0.005765352,0.0001201267,0.00033811,0.0001396776,0.03022252],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9340994,"threshold_uncertainty_score":0.4781447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3504728357270777,"score_gpt":0.4897865756074232,"score_spread":0.1393137398803455,"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."}}