{"id":"W2489070643","doi":"10.4018/978-1-61520-885-2.ch006","title":"Recruitment and Retention of Healthcare Professionals for the Changing Demographics, Culture, and Access in Canada","year":2011,"lang":"en","type":"book-chapter","venue":"Advances in healthcare information systems and administration book series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Staffing; Health care; Demographics; Business; Health professionals; Nursing; Service (business); Medicine; Public relations; Political science; Marketing; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002009632,0.0002430863,0.0002822886,0.0009168778,0.01254173,0.004357919,0.001954876,0.001440221,0.006605517],"category_scores_gemma":[0.003375696,0.0002805786,0.0003061079,0.002869399,0.001705619,0.001135971,0.001791533,0.001493882,0.00114931],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08308234,"about_ca_system_score_gemma":0.292596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.983106,"about_ca_topic_score_gemma":0.9960786,"domain_scores_codex":[0.9978987,0.0001410632,0.00003262453,0.0001043668,0.0009857357,0.0008376057],"domain_scores_gemma":[0.9978018,0.0001673775,0.00005464358,0.00002793858,0.001015262,0.0009330664],"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":[0.00004676168,0.0001140076,0.0114835,0.0003910464,0.000007795294,0.0005673572,0.02259804,0.000314798,0.0009349813,0.01420045,0.5138599,0.4354813],"study_design_scores_gemma":[0.000020183,0.00008306033,0.04223356,0.000554547,0.00001480159,0.0004205824,0.03583588,0.0005795485,0.0005701713,0.001686651,0.9179416,0.00005937922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2205725,0.06985302,0.003815545,0.2296767,0.005348828,0.0007701647,0.001229974,0.000508528,0.4682246],"genre_scores_gemma":[0.4105949,0.05727583,0.008816952,0.02703435,0.0005263497,0.0003027135,0.001204581,0.0001825531,0.4940618],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9169177,"threshold_uncertainty_score":0.6028074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08684144465341036,"score_gpt":0.4109963713020381,"score_spread":0.3241549266486277,"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."}}