{"id":"W2288929049","doi":"10.1182/blood.v122.21.1749.1749","title":"Shelf-Life Extension Of Azacitidine: A Cancer Centre Experience On Waste and Cost Reduction In The Treatment Of Myelodysplastic Syndromes","year":2013,"lang":"en","type":"article","venue":"Blood","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Vial; Azacitidine; Medicine; Dosing; Medical prescription; Myelodysplastic syndromes; Lenalidomide; Internal medicine; Pharmacology; Chemistry; Multiple myeloma; Chromatography","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":[0.003976558,0.0004184134,0.0005423054,0.0006149096,0.001588991,0.002060895,0.001273795,0.0009418341,0.003714513],"category_scores_gemma":[0.004904847,0.0002142604,0.0008282319,0.001172804,0.0005404124,0.000842109,0.001193071,0.001332965,0.000614805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003115697,"about_ca_system_score_gemma":0.002685694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009925045,"about_ca_topic_score_gemma":0.01244601,"domain_scores_codex":[0.9981523,0.0008394321,0.000143152,0.0001705418,0.0004635364,0.0002309365],"domain_scores_gemma":[0.9968419,0.0008008989,0.0003941243,0.0001897183,0.0009501146,0.0008233052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01316354,0.01150021,0.05192518,0.001652839,0.0004494203,0.005647762,0.01146747,0.003638017,0.03332972,0.001316417,0.01528084,0.8506286],"study_design_scores_gemma":[0.005531924,0.1495066,0.3484643,0.00132938,0.002514568,0.03736624,0.01409798,0.00929466,0.1008792,0.001042859,0.3293793,0.0005930186],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723548,0.01495172,0.00119462,0.002318583,0.0001044931,0.0003259747,0.0002647077,0.0001028225,0.008382318],"genre_scores_gemma":[0.9826187,0.009318193,0.003125012,0.0008504508,0.0001302839,0.00009858915,0.0006217457,0.00007474548,0.003162385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009925045,"threshold_uncertainty_score":0.02260607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0585988443302296,"score_gpt":0.3464577593260864,"score_spread":0.2878589149958568,"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."}}