{"id":"W2131126007","doi":"10.1200/jop.2012.000779","title":"Ethical Challenges: Managing Oncology Drug Shortages","year":2013,"lang":"en","type":"article","venue":"Journal of Oncology Practice","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Economic shortage; MEDLINE; Oncology; Drug approval; Drug; Internal medicine; Pharmacology","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":[0.02718362,0.0005334368,0.0006577094,0.001193445,0.01398844,0.007213058,0.001690707,0.01540267,0.004586604],"category_scores_gemma":[0.05807958,0.0003859657,0.0008570019,0.001270745,0.00751732,0.008387652,0.009652427,0.01790931,0.0008127236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00416209,"about_ca_system_score_gemma":0.01408473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001991038,"about_ca_topic_score_gemma":0.004868533,"domain_scores_codex":[0.9782968,0.01594391,0.0007491098,0.0005630894,0.002343424,0.002103747],"domain_scores_gemma":[0.9666099,0.02087678,0.002936298,0.0006132493,0.003095076,0.005868798],"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":[0.00007247602,0.000401125,0.003672117,0.001063486,0.00005311762,0.0227613,0.03713757,0.003569243,0.0006689741,0.3305764,0.4596409,0.1403833],"study_design_scores_gemma":[0.00005692187,0.0002208018,0.001409413,0.002332905,0.00002204851,0.01446021,0.0495365,0.001675996,0.0003663693,0.2303421,0.6994703,0.0001063713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006578333,0.006065885,0.007206611,0.9538893,0.003795311,0.00009514451,0.0000155014,0.00003902121,0.02231492],"genre_scores_gemma":[0.2784531,0.02490019,0.03707242,0.6229381,0.01390966,0.0007930523,0.00005562719,0.0001088012,0.0217691],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02718362,"threshold_uncertainty_score":0.1437625,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.442077718520094,"score_gpt":0.5209930790751016,"score_spread":0.07891536055500759,"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."}}