{"id":"W4411293798","doi":"10.12927/cjnl.2025.27614","title":"Data, Advocacy and Policy: A Powerful Trio for Change","year":2025,"lang":"en","type":"article","venue":"Nursing leadership","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Nursing; Political science; Psychology; Politics; Public relations; Sociology; Medicine; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00315954,0.0001144095,0.000213754,0.0004579108,0.0001641779,0.0003856093,0.001067577,0.00006824038,0.00002996774],"category_scores_gemma":[0.003569694,0.00009781749,0.00004170827,0.0006698029,0.0002181068,0.0005952645,0.000164179,0.00009153315,0.00006734311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005470035,"about_ca_system_score_gemma":0.000140111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001071054,"about_ca_topic_score_gemma":0.0000970452,"domain_scores_codex":[0.9981672,0.0001434754,0.0003186573,0.0005969674,0.0004265051,0.0003471732],"domain_scores_gemma":[0.9976052,0.001030804,0.00009009751,0.001124887,0.00006933002,0.00007970184],"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":[0.0000869454,0.0000755277,0.00009833481,0.00004410434,0.00001460069,9.865203e-7,0.003769689,3.216245e-7,0.00001239922,0.05795074,0.3177337,0.6202126],"study_design_scores_gemma":[0.0008121748,0.00006742481,0.005075384,0.0002147831,0.00004013543,0.0000015974,0.02309701,0.0007583002,0.00003706702,0.0925449,0.8772012,0.0001500107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004787327,0.003818193,0.1046427,0.8298423,0.002845274,0.002081231,0.0006863361,0.0002140684,0.0510826],"genre_scores_gemma":[0.9188392,0.00004142178,0.005212431,0.03443084,0.0009453052,0.00005190699,0.0002739747,0.00002434249,0.04018057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9140519,"threshold_uncertainty_score":0.4273514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7680123390100543,"score_gpt":0.5207524097233138,"score_spread":0.2472599292867405,"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."}}