{"id":"W4413534784","doi":"10.64628/aam.hh66t5wes","title":"The health-care crisis won’t be solved without addressing the elephant in the room: Staff workload","year":2024,"lang":"en","type":"article","venue":"","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Workload; Business; Health care; Nursing; Operations management; Psychology; Computer science; Medicine; Economics; Economic growth; Operating system","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":[0.007499258,0.000591043,0.0007417575,0.0009369235,0.003975932,0.005477329,0.001303485,0.004920932,0.02140551],"category_scores_gemma":[0.03429024,0.0005817855,0.0006475019,0.001022033,0.003621672,0.007005318,0.003821914,0.007610193,0.004102615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005444465,"about_ca_system_score_gemma":0.009659846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01212774,"about_ca_topic_score_gemma":0.01326274,"domain_scores_codex":[0.9944757,0.002057836,0.0002390952,0.0004347847,0.001196806,0.001595877],"domain_scores_gemma":[0.9756881,0.005067029,0.001400418,0.0005415761,0.003875641,0.0134273],"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":[0.0005030149,0.0005172164,0.03937088,0.0005432289,0.0002405975,0.001018969,0.00701852,0.002926748,0.001649637,0.06563237,0.744244,0.1363348],"study_design_scores_gemma":[0.0003991475,0.001249587,0.0946426,0.003277162,0.0001843201,0.002099659,0.08021401,0.01421711,0.001291143,0.2853229,0.5165608,0.0005416012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05897626,0.003493989,0.003428078,0.9113634,0.006460299,0.00003847912,0.000420662,0.0001008969,0.01571793],"genre_scores_gemma":[0.7173548,0.0081054,0.00530596,0.2381294,0.01211203,0.0002124536,0.0004218222,0.0003243106,0.01803382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02140551,"threshold_uncertainty_score":0.0716086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263993503128382,"score_gpt":0.3468102456800565,"score_spread":0.2204108953672183,"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."}}