{"id":"W3165706620","doi":"10.12927/hcq.2021.26551","title":"COVID-19, Workforce Autonomy and the Health Supply Chain","year":2021,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Workforce; Coronavirus disease 2019 (COVID-19); Pandemic; Autonomy; Supply chain; Surge Capacity; Business; Health care; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Nursing; Medicine; Economic growth; Marketing; Political science; Virology; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002145354,0.0002157161,0.0006285937,0.0001536563,0.0006134118,0.0001388546,0.0002136025,0.0001138753,0.000200273],"category_scores_gemma":[0.0002118837,0.000205225,0.0001221834,0.0003766719,0.0001620962,0.0001355695,0.00005032701,0.0003319679,0.000195924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005847537,"about_ca_system_score_gemma":0.001490371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03213756,"about_ca_topic_score_gemma":0.006151821,"domain_scores_codex":[0.9972507,0.0003032666,0.0009866956,0.0006444035,0.00007090888,0.0007439753],"domain_scores_gemma":[0.9977651,0.0002433332,0.0003836558,0.0006661793,0.00004463907,0.0008970572],"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":[0.00003546521,0.00002714427,0.001602924,0.0003845189,0.00002180568,0.00001423517,0.01142621,0.000002544787,4.924012e-8,0.9269565,0.003781728,0.05574689],"study_design_scores_gemma":[0.00164552,0.0002854907,0.003449998,0.00003649597,0.000002618185,0.00003846741,0.002597117,0.0004298318,4.861275e-7,0.1091743,0.8821115,0.0002280533],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.003303925,0.03034846,0.006842315,0.9516142,0.0006444139,0.0009334044,0.0002102604,0.0001319808,0.005971061],"genre_scores_gemma":[0.8532277,0.00169215,0.0007098093,0.1410833,0.000314197,0.0001952099,0.00005622482,0.00003363176,0.002687786],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8783299,"threshold_uncertainty_score":0.9743075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057703611939105,"score_gpt":0.3111365533164558,"score_spread":0.2534329413773508,"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."}}