{"id":"W2101293754","doi":"10.1016/j.hcmf.2013.04.006","title":"Jugglers, Tightrope Walkers, and Ringmasters: Priority Setting, Allocation, and Reducing Moral Burden","year":2013,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Ethics in medical practice","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Resource allocation; Affect (linguistics); Work (physics); Organizational ethics; Business; Public relations; Psychology; Political science; Economics; Management","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002976719,0.000229429,0.0002801346,0.0001466606,0.001881475,0.00006665841,0.0002141454,0.0002827428,0.0003358573],"category_scores_gemma":[0.0007663628,0.0002136445,0.00002635153,0.0001859696,0.0002220736,0.0004783629,0.0007272353,0.002145897,0.000285061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000200996,"about_ca_system_score_gemma":0.000107531,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006695349,"about_ca_topic_score_gemma":0.0003848951,"domain_scores_codex":[0.9960002,0.001303762,0.0006771735,0.0006039569,0.0005045646,0.0009103104],"domain_scores_gemma":[0.9975817,0.0008370173,0.0003449004,0.0005245737,0.0002737,0.0004381207],"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":[0.00008530608,0.00008646205,0.190247,0.011731,0.0002147373,0.00004194628,0.01925235,0.000006282487,0.00006417395,0.2892294,0.2215292,0.2675121],"study_design_scores_gemma":[0.003431916,0.0004340433,0.1816119,0.00370202,0.0001917473,0.0000181933,0.1495894,0.003654423,0.0000112146,0.08753428,0.5687335,0.001087413],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1263212,0.002718634,0.001175729,0.8080895,0.002037705,0.005508449,0.00001123531,0.0004439562,0.05369365],"genre_scores_gemma":[0.9600554,0.002473761,0.01333268,0.01501016,0.0004532519,0.0003693735,0.0000353247,0.00006115041,0.008208973],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8337342,"threshold_uncertainty_score":0.9999192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068218842657745,"score_gpt":0.3945758182771195,"score_spread":0.353893629850542,"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."}}