{"id":"W2016116452","doi":"10.12927/hcq.2013.23040","title":"Ethical Framework for Resource Allocation during a Drug Supply Shortage","year":2012,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Economic shortage; Scarcity; Business; Health care; Context (archaeology); Scope (computer science); Redistribution (election); Medicine; Economic growth; Economics; Political science; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.04991031,0.0007648544,0.0008337978,0.001556377,0.006375618,0.009203741,0.002114886,0.01293178,0.005608799],"category_scores_gemma":[0.0693258,0.0006390476,0.001105164,0.001144764,0.0250762,0.008480406,0.007185249,0.01042633,0.0006256665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01152336,"about_ca_system_score_gemma":0.02150404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005950068,"about_ca_topic_score_gemma":0.003994943,"domain_scores_codex":[0.9515665,0.03455335,0.001620695,0.002692261,0.00587653,0.003690723],"domain_scores_gemma":[0.9473696,0.03521003,0.005296002,0.002985659,0.006285314,0.002853463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004977873,0.00001535606,0.0001314399,0.00001205204,0.000003898081,0.00009148758,0.0004888109,0.001355431,0.00003118475,0.9953479,0.001581598,0.0009359571],"study_design_scores_gemma":[0.00004101623,0.00001679668,0.0001687006,0.0000685557,0.000004452187,0.00007320593,0.0006300156,0.004198554,0.00004507979,0.9817717,0.01296282,0.00001912842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.03433845,0.001862575,0.3205094,0.2843304,0.001235383,0.0008222657,0.0002503549,0.00007858714,0.3565726],"genre_scores_gemma":[0.8979935,0.0009218992,0.05828076,0.02078544,0.001473068,0.001274833,0.00007282075,0.00005767126,0.01913993],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04991031,"threshold_uncertainty_score":0.2639541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06107863323110095,"score_gpt":0.3420003014944191,"score_spread":0.2809216682633182,"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."}}