{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005896398,0.0001044143,0.0001409158,0.0001615871,0.001996205,0.000005086678,0.0002074153,0.00006827564,0.0003959983],"category_scores_gemma":[0.00002290539,0.0001075066,0.00003581852,0.0006239977,0.00003483958,0.0001214924,0.0004515518,0.0002197831,0.004546575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000583934,"about_ca_system_score_gemma":0.00001703931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001045759,"about_ca_topic_score_gemma":0.00001673049,"domain_scores_codex":[0.998219,0.0001417251,0.0002354943,0.000251527,0.0003129652,0.0008393598],"domain_scores_gemma":[0.9993412,0.00009796998,0.00007936679,0.0002999946,0.00004138984,0.0001400385],"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":[0.00005203971,0.00005807986,0.03670927,0.0005682045,0.00002887252,0.00007701697,0.008568482,0.0002002525,0.000006502115,0.03460427,0.7873611,0.1317659],"study_design_scores_gemma":[0.001141342,0.00006724417,0.1692296,0.003589578,0.00007113217,5.894668e-7,0.04606485,0.001383301,0.000005948711,0.01905341,0.7590671,0.0003260043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.157296,0.0001170058,0.001220576,0.01087128,0.00472729,0.001436121,0.000004260984,0.001826943,0.8225006],"genre_scores_gemma":[0.9259059,0.0002891026,0.003175101,0.00341363,0.0003157457,0.00006977696,0.000035101,0.00003603767,0.06675961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7686099,"threshold_uncertainty_score":0.999303,"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."}}