{"id":"W2116246084","doi":"10.1002/hpm.997","title":"Shaping an Australian nursing and midwifery specialty framework for workforce regulation: criteria development","year":2010,"lang":"en","type":"article","venue":"The International Journal of Health Planning and Management","topic":"Nursing Roles and Practices","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Specialty; Nursing; Operationalization; Workforce planning; Medicine; Audit; Nursing shortage; Population; Nurse education; Political science; Business; Family medicine; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.002733259,0.00009140369,0.0001573815,0.0001120681,0.0008754919,0.00008202106,0.000203737,0.00006235036,0.00005950857],"category_scores_gemma":[0.00007284975,0.00006746708,0.00001944784,0.00003760264,0.00004435813,0.0002233827,0.00004073923,0.0004789233,0.000001274346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006854436,"about_ca_system_score_gemma":0.0001017543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001048752,"about_ca_topic_score_gemma":0.00001460368,"domain_scores_codex":[0.9986695,0.0001438198,0.0005685985,0.0001206027,0.0002695643,0.0002279004],"domain_scores_gemma":[0.9985983,0.0004023702,0.0006569044,0.00008985607,0.0001454276,0.0001071398],"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":[0.001711045,0.0001937168,0.0151046,0.0006148231,0.0003362478,0.00002314388,0.05491186,0.0001661613,0.0001523236,0.1428376,0.06462296,0.7193255],"study_design_scores_gemma":[0.0009142429,0.0001669532,0.1816908,0.005022508,0.00004244568,0.00006661589,0.01234053,0.0004304434,0.00002079012,0.03286622,0.7662872,0.0001512473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6851897,0.001648746,0.06585152,0.2295149,0.01365426,0.001101282,0.000008671402,0.00004501924,0.002985856],"genre_scores_gemma":[0.8479095,0.000262484,0.1422518,0.004925259,0.003014466,0.00002103836,0.00001542587,0.00002380579,0.00157633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7191743,"threshold_uncertainty_score":0.6733664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1798440893101646,"score_gpt":0.5215771919430447,"score_spread":0.3417331026328801,"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."}}