{"id":"W4214517773","doi":"10.9745/ghsp-d-22-00020","title":"Let’s Make Life Easier for Health Workers, Not More Complicated","year":2022,"lang":"en","type":"article","venue":"Global Health Science and Practice","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health","funders":"","keywords":"MEDLINE; Health services; Health care; Research methodology","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":[0.00872307,0.001324924,0.001360546,0.001285871,0.004901646,0.01071768,0.00145437,0.01135225,0.02813599],"category_scores_gemma":[0.05074584,0.0004407942,0.001135048,0.001145206,0.01492144,0.01819832,0.004889202,0.01503862,0.01014752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003015551,"about_ca_system_score_gemma":0.005689507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004802238,"about_ca_topic_score_gemma":0.005010296,"domain_scores_codex":[0.9916488,0.003907473,0.0002506275,0.0008342976,0.001994414,0.001364428],"domain_scores_gemma":[0.9686204,0.01007447,0.003145321,0.002941786,0.00632304,0.008894901],"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":[0.0002709203,0.0003563791,0.005399846,0.001084003,0.0003985563,0.000466972,0.002973875,0.0008398565,0.001137724,0.1995477,0.7075611,0.07996301],"study_design_scores_gemma":[0.00009789976,0.0002203656,0.003591783,0.001691647,0.0001172154,0.0005641457,0.005971938,0.0003400425,0.0006163339,0.2916058,0.6950679,0.0001148402],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002151213,0.00625574,0.00218628,0.9616985,0.01050609,0.00001500894,0.0001122962,0.00008508815,0.01698974],"genre_scores_gemma":[0.1374062,0.01566333,0.008768565,0.7759512,0.02163408,0.0001150214,0.0002385086,0.000359809,0.0398632],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02813599,"threshold_uncertainty_score":0.09412426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1554458109289204,"score_gpt":0.4219346989507645,"score_spread":0.2664888880218441,"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."}}