{"id":"W2091124528","doi":"10.1111/j.1440-1800.2008.00414.x","title":"Leveraging nursing research to transform healthcare systems","year":2008,"lang":"en","type":"editorial","venue":"Nursing Inquiry","topic":"Global Health and Surgery","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Nursing shortage; Nursing; Nurse education; Nursing research; Health care; Declaration; Medicine; Political science; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002532916,0.0005885486,0.001510932,0.001297447,0.0009357079,0.0001101063,0.0003359207,0.001943812,0.00001264678],"category_scores_gemma":[0.001103486,0.0005967973,0.0002920039,0.001202951,0.000575294,0.0001190471,0.00002085536,0.004131842,0.0002344009],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006317472,"about_ca_system_score_gemma":0.005213255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008553382,"about_ca_topic_score_gemma":0.000006059625,"domain_scores_codex":[0.9907637,0.0005036772,0.001115733,0.001178041,0.003778415,0.002660428],"domain_scores_gemma":[0.994302,0.001024296,0.0001546435,0.0009684394,0.001677312,0.001873304],"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":[0.0009378105,0.0002550609,0.00002725933,0.001870087,0.00002580037,0.0003735093,0.0131418,0.000009543171,0.00001113936,0.0000581482,0.9311158,0.05217403],"study_design_scores_gemma":[0.001002235,0.000851501,0.0001321472,0.04530511,0.00006878674,0.0002933941,0.005196692,0.00005328845,0.00001478324,0.0001756434,0.9464008,0.0005056356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00179329,0.01276756,0.000344818,0.01008453,0.9589186,0.001983392,0.00007546093,0.0003151014,0.01371721],"genre_scores_gemma":[0.03753689,0.001260211,0.0002775355,0.0004621908,0.9569197,0.0001203135,0.0006962533,0.0002238713,0.002503082],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05166839,"threshold_uncertainty_score":0.9996483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1389493262843779,"score_gpt":0.4613785668166341,"score_spread":0.3224292405322561,"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."}}