{"id":"W4292198380","doi":"10.1111/phn.13123","title":"Public health in undergraduate nursing education and workforce readiness","year":2022,"lang":"en","type":"article","venue":"Public Health Nursing","topic":"Cultural Competency in Health Care","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Victoria; Camosun College; McGill University; Lakehead University; Dalhousie University; McMaster University","funders":"","keywords":"Workforce; Public health; Public health nursing; Nursing; Nurse education; Health equity; Curriculum; Social determinants of health; Equity (law); Sociology; Medicine; Medical education; Political science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005866966,0.000200669,0.0004049065,0.0005640416,0.004349312,0.0003277244,0.0003833653,0.00007582056,0.00006571073],"category_scores_gemma":[0.0006317524,0.0002346398,0.00004818019,0.00259908,0.0003553283,0.0008154796,0.00005230435,0.0007176591,0.000004336965],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01070073,"about_ca_system_score_gemma":0.01334146,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008703954,"about_ca_topic_score_gemma":0.002631661,"domain_scores_codex":[0.9932984,0.002740637,0.0007673367,0.0005888846,0.0007831196,0.001821583],"domain_scores_gemma":[0.9976174,0.0002377185,0.0004366031,0.0002934636,0.0002056466,0.001209135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004850593,0.0003372055,0.002834257,0.00005930316,0.000001794919,5.199526e-7,0.08619101,0.000007418237,5.868051e-7,0.13704,0.008972107,0.7645509],"study_design_scores_gemma":[0.000567892,0.0002535612,0.02773387,0.0009111958,0.000002928317,0.00006070068,0.2144461,0.0003902226,1.766711e-7,0.03432673,0.7208118,0.0004948616],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04116554,0.009567912,0.0002136628,0.9218769,0.003550935,0.00120772,0.00001273669,0.0002368998,0.0221677],"genre_scores_gemma":[0.9851537,0.0009373441,0.0008089889,0.01165397,0.0004985674,0.0001616974,0.0001019923,0.00003428796,0.0006493965],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9439882,"threshold_uncertainty_score":0.9978971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1606343144283566,"score_gpt":0.4286477348302269,"score_spread":0.2680134204018703,"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."}}