{"id":"W4386281687","doi":"10.1097/nmg.0000000000000048","title":"Advancing diversity","year":2023,"lang":"en","type":"article","venue":"Nursing Management","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003555209,0.0004377609,0.0004462334,0.001118537,0.007777989,0.01171806,0.001281206,0.003019525,0.1450445],"category_scores_gemma":[0.01043166,0.000250796,0.0004645802,0.001259969,0.006090795,0.009361628,0.01594362,0.004917372,0.0366563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591925,"about_ca_system_score_gemma":0.007843905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00270749,"about_ca_topic_score_gemma":0.005870526,"domain_scores_codex":[0.9963143,0.001360081,0.0001325912,0.0005775032,0.0009622616,0.0006532427],"domain_scores_gemma":[0.9943422,0.0009274958,0.000205819,0.0009357228,0.001160685,0.002428088],"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":[0.00001833377,0.00003816025,0.000889817,0.0001383966,0.000008037975,0.0001197964,0.007588728,0.00006534868,0.0001872231,0.2904541,0.5445849,0.1559072],"study_design_scores_gemma":[0.000002023312,0.000006442434,0.0001794014,0.0001287718,0.000001153927,0.00005579327,0.001285879,0.00001234348,0.0000265725,0.01708558,0.9812133,0.000002763428],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002128195,0.006638214,0.002982582,0.07495136,0.007771853,0.00004641854,0.0002164174,0.0001738244,0.9050911],"genre_scores_gemma":[0.1043313,0.01181088,0.006598205,0.04809579,0.00420132,0.0001684413,0.0005845655,0.0005720019,0.8236376],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1450445,"threshold_uncertainty_score":0.4852221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05584919631363336,"score_gpt":0.4530808625103314,"score_spread":0.397231666196698,"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."}}