{"id":"W4302424556","doi":"10.1111/inr.12804","title":"Commentary: Investing in advance practice nurses is a global health system solution","year":2022,"lang":"en","type":"article","venue":"International Nursing Review","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Workforce; Nursing; Investment (military); Service delivery framework; Business; Service (business); Value (mathematics); Workforce planning; Health care; Health services; Medicine; Public relations; Economic growth; Political science; Marketing; Environmental health; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009941819,0.001856335,0.002811964,0.001995966,0.004582913,0.004785217,0.008681868,0.05827659,0.02053726],"category_scores_gemma":[0.07226253,0.001333505,0.002273426,0.002919289,0.005989331,0.007916754,0.003039371,0.05199613,0.01639038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008622882,"about_ca_system_score_gemma":0.0269601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0265096,"about_ca_topic_score_gemma":0.02731167,"domain_scores_codex":[0.9902951,0.002905488,0.001035275,0.001094025,0.003713519,0.0009565183],"domain_scores_gemma":[0.9328277,0.03809403,0.003314481,0.001041647,0.02020516,0.004517002],"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":[0.0000109835,0.000003018175,0.0000132041,0.0002389117,0.000007750704,0.0000411376,0.00003280793,0.00001243464,0.00001468804,0.0007305517,0.9969816,0.001912981],"study_design_scores_gemma":[0.00007329192,0.00002789321,0.0002666228,0.003551996,0.0000517415,0.0002537741,0.0002435771,0.00007739326,0.0001098339,0.003638553,0.9916617,0.00004369025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00004714972,0.005275994,0.00005370626,0.9044313,0.08827716,0.00001773947,0.0001578298,0.00003186616,0.00170718],"genre_scores_gemma":[0.0007611404,0.00438823,0.000110072,0.9458519,0.04547273,0.00005340817,0.00006151383,0.00003090282,0.003270189],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05827659,"threshold_uncertainty_score":0.06870395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05672436225510102,"score_gpt":0.5280147799812835,"score_spread":0.4712904177261825,"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."}}