{"id":"W3209412034","doi":"10.1002/nop2.1117","title":"An integrative review of nursing leadership in Saudi Arabia","year":2021,"lang":"en","type":"review","venue":"Nursing Open","topic":"Nursing education and management","field":"Nursing","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Taif University","keywords":"CINAHL; Leadership style; PsycINFO; Scopus; Nursing; MEDLINE; Nursing literature; Medicine; Psychology; Alternative medicine; Political science; Social psychology; Psychological intervention","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"],"consensus_categories":[],"category_scores_codex":[0.001310879,0.0006835161,0.003355781,0.0005754005,0.0001286215,0.0002762286,0.001581764,0.0003401285,0.0003749961],"category_scores_gemma":[0.0003351638,0.0006306975,0.0004718053,0.001640047,0.000303132,0.0004881034,0.00005629574,0.0008935318,0.00004147297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002922,"about_ca_system_score_gemma":0.0005467235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000998183,"about_ca_topic_score_gemma":0.00002456661,"domain_scores_codex":[0.9947262,0.001662091,0.001455893,0.001029296,0.0004618272,0.0006647204],"domain_scores_gemma":[0.9970826,0.0002146923,0.0009795307,0.001329905,0.0002031116,0.0001901707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001608337,0.001079086,6.653798e-7,0.04583504,0.00003901637,0.000005887096,0.002131938,3.215754e-7,8.659339e-7,0.0008428732,0.0909688,0.8590794],"study_design_scores_gemma":[0.0001541377,0.00009972625,0.000006762146,0.5376811,0.0006568805,0.00002337769,0.001760843,0.000002638306,0.000007900167,0.0001833583,0.4590756,0.0003476834],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.485298e-7,0.9556486,0.00003557319,0.003610638,0.007148232,0.002943397,0.00001832556,0.00005490912,0.03053989],"genre_scores_gemma":[0.00001038805,0.9935896,0.001680296,0.001246724,0.0002149155,0.0001638748,0.0006161857,0.0001396226,0.002338435],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8587317,"threshold_uncertainty_score":0.9996144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3427613142382724,"score_gpt":0.4859838838506304,"score_spread":0.143222569612358,"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."}}