{"id":"W4413358190","doi":"10.5334/ijic.nacic24029","title":"Building Capacity for Health Workforce Planning","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Workforce planning; Business; Capacity building; Nursing; Process management; Medicine; Economic growth; Economics","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":[0.02759156,0.0008780248,0.0004206781,0.002594792,0.008262868,0.007998355,0.003151276,0.002616336,0.02415477],"category_scores_gemma":[0.04682102,0.0007647823,0.0009369811,0.001493564,0.01375468,0.006370011,0.02338123,0.004088631,0.003306784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01815134,"about_ca_system_score_gemma":0.0946218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03623986,"about_ca_topic_score_gemma":0.0436988,"domain_scores_codex":[0.9822314,0.01025026,0.0005848682,0.001473081,0.002266521,0.003193817],"domain_scores_gemma":[0.9502503,0.02064006,0.00263993,0.004637219,0.006403917,0.01542866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007643662,0.0004536555,0.02405355,0.001545949,0.0001547677,0.0007861162,0.05615155,0.01781823,0.00206131,0.39029,0.1497517,0.3568568],"study_design_scores_gemma":[0.0001002704,0.0002054995,0.0108504,0.002595387,0.00004446684,0.0002726149,0.0317036,0.005270865,0.001185578,0.3046753,0.6429747,0.000121362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05192518,0.002802468,0.1825615,0.2190037,0.001403031,0.003200092,0.0007697223,0.001063211,0.5372712],"genre_scores_gemma":[0.8184843,0.002673065,0.1448809,0.008918727,0.0004251137,0.003006272,0.0007467497,0.0002241095,0.02064074],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03623986,"threshold_uncertainty_score":0.1459199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06169923675936688,"score_gpt":0.4891193362126031,"score_spread":0.4274200994532362,"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."}}