{"id":"W4226034398","doi":"10.1186/s12913-022-07662-7","title":"Effectiveness of registered nurses on system outcomes in primary care: a systematic review","year":2022,"lang":"en","type":"review","venue":"BMC Health Services Research","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; Queen's University; McMaster University; Western University; Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"CINAHL; Medicine; PsycINFO; MEDLINE; Psychological intervention; Nursing research; Health informatics; Context (archaeology); Health administration; Health care; Systematic review; Nursing; Workload; Family medicine; Health services research; Public health","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.03374809,0.0006636346,0.009107201,0.001288088,0.001166276,0.00003190285,0.001795202,0.0005229145,0.000117558],"category_scores_gemma":[0.0005456451,0.0004754831,0.0005475692,0.002373077,0.00006335064,0.0001558922,0.0006072768,0.004193021,0.0002712582],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009183037,"about_ca_system_score_gemma":0.008567395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003955099,"about_ca_topic_score_gemma":0.0006097922,"domain_scores_codex":[0.9114457,0.0796962,0.004010552,0.001050049,0.002325823,0.001471715],"domain_scores_gemma":[0.9580729,0.03512647,0.003558035,0.00244871,0.0004466337,0.0003472241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001468311,0.0001773483,0.0003207586,0.9862331,0.00009479804,0.00001651407,0.001993255,3.039835e-7,1.234321e-8,0.0002668344,0.00006651282,0.01068379],"study_design_scores_gemma":[0.000389067,0.0003711522,0.0002531706,0.7445696,0.0002690457,0.000007319702,0.007753735,0.000001178214,1.133671e-8,0.00000316866,0.2461649,0.0002175858],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001650183,0.9599194,4.963485e-7,0.00005907563,0.00127579,0.03109606,0.0002409854,0.00008738125,0.007304318],"genre_scores_gemma":[0.00002613915,0.9858285,0.00003411318,0.0002920261,0.00008539094,0.01217685,0.0005084961,0.000157153,0.0008913571],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2460984,"threshold_uncertainty_score":0.9997697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2436774413152927,"score_gpt":0.5912497671061409,"score_spread":0.3475723257908482,"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."}}