{"id":"W4310117556","doi":"10.1182/blood-2022-158327","title":"Ethical Prioritization of Patients to CAR T-Cell Therapies: Tool Development and Process","year":2022,"lang":"en","type":"article","venue":"Blood","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Princess Margaret Cancer Centre","funders":"","keywords":"Accountability; Transparency (behavior); Health care; Medicine; Process management; Business; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001914408,0.00004158642,0.00008649521,0.00004247512,0.00006982069,0.00000287151,0.00002669799,0.00007975338,0.00003498794],"category_scores_gemma":[0.00002983224,0.00003401361,0.00001047587,0.0001338001,0.00004652156,0.00000834988,0.00003685456,0.0001833076,6.207372e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001271269,"about_ca_system_score_gemma":0.0001291106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000220481,"about_ca_topic_score_gemma":8.327676e-7,"domain_scores_codex":[0.9993109,0.00002254178,0.0001437372,0.000103206,0.0003551856,0.00006439642],"domain_scores_gemma":[0.9997486,0.0000172666,0.00003489387,0.00005452624,0.0000932695,0.00005142425],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001148178,0.0151875,0.3553606,0.00603405,0.0005490803,0.00003677648,0.1818788,0.00007647034,0.08720115,0.008751506,0.0009370411,0.3428389],"study_design_scores_gemma":[0.01573881,0.002738397,0.8210754,0.0002410153,0.0002465443,0.00001442933,0.002441702,0.0002396653,0.09176933,0.001777821,0.06324717,0.0004697546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973891,0.0001004636,0.0001553489,0.00190992,0.00003991205,0.0002541731,0.000004352359,0.00001026326,0.0001364592],"genre_scores_gemma":[0.9980286,0.000006286691,0.001092654,0.0007037834,0.00001892204,0.00002366472,0.000038062,0.000006104421,0.00008196197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4657147,"threshold_uncertainty_score":0.1387035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057348515424846,"score_gpt":0.2612408947946012,"score_spread":0.2506674096403528,"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."}}