{"id":"W4412951239","doi":"10.34172/ijhpm.8556","title":"Public Healthcare Procurement Strategies in Response to the COVID-19 Pandemic: A Scoping Review","year":2025,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Public Procurement and Policy","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Université Laval","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Procurement; 2019-20 coronavirus outbreak; Health care; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Business; Public health; Medicine; Nursing; Virology; Economic growth; Economics; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006252565,0.0001583838,0.0003022293,0.001602625,0.0001993181,0.000427086,0.0006988457,0.00003086535,0.00002460276],"category_scores_gemma":[0.001087052,0.000116335,0.00006764388,0.0008676103,0.00003663736,0.0007698943,0.0003970551,0.0001904362,0.000009655112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006134337,"about_ca_system_score_gemma":0.001456612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002057776,"about_ca_topic_score_gemma":0.00230312,"domain_scores_codex":[0.997717,0.0001546263,0.0009896085,0.0001938415,0.0005682945,0.0003766312],"domain_scores_gemma":[0.9987223,0.0001101799,0.0006142508,0.0001645661,0.0003176726,0.00007109097],"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":[0.0005490273,0.000168055,0.006394446,0.01537877,0.0002040602,0.0000443891,0.0004764354,0.00009697144,0.00000345299,0.7653726,0.1111457,0.1001661],"study_design_scores_gemma":[0.001032825,0.00003709509,0.004310872,0.009949815,0.00001532018,0.00002141453,0.0003817394,0.00001992383,1.414398e-7,0.01190986,0.9722096,0.0001113363],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001174588,0.01395558,0.002333448,0.9766604,0.0005323087,0.001412758,0.000003164057,0.00002794288,0.00389976],"genre_scores_gemma":[0.3372742,0.02253199,0.0001660335,0.6385283,0.0009922007,0.0001417109,0.000007077478,0.0000120955,0.0003464398],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.861064,"threshold_uncertainty_score":0.4744004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638320711780696,"score_gpt":0.4601426558571029,"score_spread":0.2963105846790334,"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."}}