{"id":"W4415313684","doi":"10.1080/15265161.2025.2554768","title":"Envisioning a Living Ethics Approach to the Allocation of Scarce Resources","year":2025,"lang":"en","type":"article","venue":"The American Journal of Bioethics","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Université de Montréal; Montreal Clinical Research Institute","funders":"Fonds de Recherche du Québec - Santé; Mitacs","keywords":"Scarcity; Government (linguistics); Work (physics); Sustainability","routes":{"ca_aff":true,"ca_fund":true,"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":[0.02975573,0.0005742569,0.0004288588,0.001245165,0.008185502,0.01286906,0.002366845,0.01884343,0.004185659],"category_scores_gemma":[0.02201175,0.0003958493,0.0008449567,0.0006715709,0.04398164,0.01203442,0.009994882,0.01393103,0.0009192217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008524802,"about_ca_system_score_gemma":0.02668663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006837554,"about_ca_topic_score_gemma":0.00988055,"domain_scores_codex":[0.9721813,0.02127485,0.0004791369,0.001033082,0.002801997,0.002229754],"domain_scores_gemma":[0.9865143,0.007154334,0.0009377815,0.0006852436,0.001828287,0.002880216],"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":[0.000006075294,0.00001471166,0.000114122,0.00001452086,0.000002819543,0.00004410651,0.001819371,0.0003161062,0.00005671771,0.9834406,0.01135503,0.002815849],"study_design_scores_gemma":[0.00002320461,0.00002049277,0.0001322377,0.0001211176,0.00000401489,0.00007773473,0.002481345,0.0007912317,0.0001430523,0.8992287,0.09695733,0.00001949903],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007645591,0.002364412,0.05268643,0.7830034,0.001726457,0.0001167882,0.0000411584,0.00006288104,0.1523528],"genre_scores_gemma":[0.6096351,0.002132204,0.06243388,0.2708718,0.002062049,0.0007374084,0.00005123707,0.0001055902,0.05197075],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02975573,"threshold_uncertainty_score":0.1573652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2837371107691952,"score_gpt":0.4884282292765297,"score_spread":0.2046911185073346,"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."}}