{"id":"W4415470323","doi":"10.1002/jca.70066","title":"Streamlining Apheresis: A Dual‐Intervention Quality Improvement Initiative to Increase the Efficiency in Stem Cell Collection","year":2025,"lang":"en","type":"article","venue":"Journal of Clinical Apheresis","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Apheresis; Multiple myeloma; Transplantation; Autologous stem-cell transplantation; Quality management; Blood collection; Stem cell","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":[0.005481986,0.0001629489,0.0007245429,0.0002469994,0.00008274589,0.0000348596,0.0001553781,0.0001568308,0.0001360109],"category_scores_gemma":[0.001048626,0.0001097498,0.0004708309,0.0008113056,0.00005841739,0.00009623713,0.00004034605,0.0005542333,0.00001461929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001487839,"about_ca_system_score_gemma":0.000404418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002597338,"about_ca_topic_score_gemma":0.0003622484,"domain_scores_codex":[0.9952004,0.0009285092,0.002867627,0.0002488463,0.0005333264,0.0002212975],"domain_scores_gemma":[0.9954425,0.002799284,0.0009286498,0.0002457173,0.0003982839,0.0001855741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02748843,0.01599829,0.6097586,0.003451335,0.001491343,0.0005866213,0.007217973,0.0004287887,0.009992934,0.000596954,0.01327491,0.3097138],"study_design_scores_gemma":[0.02659895,0.006035493,0.9046394,0.006280388,0.00123457,0.00005732359,0.02332408,0.0006606865,0.02842469,0.0009127621,0.001432577,0.0003991495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850543,0.0002134302,0.005900401,0.001998077,0.0005023757,0.000623027,0.000006249238,0.00001373482,0.005688443],"genre_scores_gemma":[0.9968449,0.0001251131,0.0008958394,0.0009486502,0.0001348915,0.00002069349,0.000001827904,0.00001198986,0.001016083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3093147,"threshold_uncertainty_score":0.4475468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06285089000875534,"score_gpt":0.4107851242329523,"score_spread":0.3479342342241969,"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."}}