{"id":"W4392605509","doi":"10.12927/hcq.2024.27258","title":"Health Quality 5.0: The Global Health Workforce Crisis – First Things First","year":2024,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Workforce; Quality (philosophy); Public relations; Global health; Health care; Business; Political science; Economic growth; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02217825,0.001108257,0.001214116,0.002301544,0.003852145,0.01658444,0.001572397,0.01199715,0.01975423],"category_scores_gemma":[0.04800343,0.0005238246,0.001156256,0.002505114,0.008179221,0.01922939,0.00865091,0.02287211,0.004902704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008788416,"about_ca_system_score_gemma":0.0153449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008244539,"about_ca_topic_score_gemma":0.01017819,"domain_scores_codex":[0.9882672,0.005855292,0.000469933,0.0005158763,0.003069012,0.001822718],"domain_scores_gemma":[0.9575095,0.01479348,0.00253804,0.001956421,0.006475126,0.01672746],"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":[0.0000386943,0.0000403856,0.001113515,0.0002598899,0.00002882661,0.00006968051,0.0004636513,0.0001595928,0.00008031981,0.0690965,0.8869016,0.04174742],"study_design_scores_gemma":[0.00003154415,0.0001006042,0.004015684,0.001979887,0.00002719138,0.0002031087,0.002259482,0.000517634,0.000176669,0.1438357,0.8467641,0.00008842356],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004551002,0.0117529,0.0007419808,0.9705449,0.0120876,0.000007618194,0.00009063432,0.00004801073,0.004271307],"genre_scores_gemma":[0.06080828,0.05199771,0.006619884,0.7942619,0.06785591,0.0001179529,0.0006383147,0.0004068352,0.01729312],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02217825,"threshold_uncertainty_score":0.1172912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2487688208150262,"score_gpt":0.4655244160340077,"score_spread":0.2167555952189815,"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."}}