{"id":"W56280886","doi":"10.2450/2012.0140-11","title":"Screening of related donors and peripheral blood stem cell collection practices at different Italian apheresis centres.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Apheresis; Medicine; Leukapheresis; Donation; Adverse effect; Surgery; CD34; Internal medicine; Stem cell; Platelet","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":[0.0003489281,0.000152757,0.0001791626,0.0001579724,0.0002397659,0.0001653608,0.00008922756,0.00008362114,0.0004061341],"category_scores_gemma":[0.0000616859,0.0001325107,0.00005999586,0.0003172558,0.00004102711,0.002076829,0.00008991884,0.0001173818,0.00000876974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000176945,"about_ca_system_score_gemma":0.000003083011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006601529,"about_ca_topic_score_gemma":0.0002962946,"domain_scores_codex":[0.9988827,0.00004128693,0.0002932745,0.0002048604,0.0002574331,0.0003204093],"domain_scores_gemma":[0.9989319,0.000105506,0.0007273656,0.0001228007,0.00006882615,0.00004360529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001952308,0.0005562845,0.962181,0.0002909298,0.00017304,0.00000220549,0.0003034933,0.000005747002,0.0002540621,0.0009268276,0.0009990132,0.03411217],"study_design_scores_gemma":[0.001904693,0.000006483223,0.9651868,0.00001760497,0.0005154837,0.000006444897,0.0008923524,0.0002154864,0.001789122,0.0000261819,0.02920217,0.0002371482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720097,0.0008170879,0.00001825385,0.001049843,0.0003547605,0.0004601644,0.000001842964,0.00007973312,0.02520858],"genre_scores_gemma":[0.9955608,0.0001839137,0.00005195013,0.0002073199,0.0001636526,0.0001127706,0.000009897783,0.00002117309,0.003688559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03387503,"threshold_uncertainty_score":0.540363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02509679612277067,"score_gpt":0.2072893815275974,"score_spread":0.1821925854048267,"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."}}