{"id":"W1580524263","doi":"10.1111/trf.12679","title":"A quality monitoring program for red blood cell components: in vitro quality indicators before and after implementation of semiautomated processing","year":2014,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Alberta","funders":"Canadian Blood Services","keywords":"Hemolysis; Hematocrit; Hemoglobin; Red blood cell; Blood component; Buffy coat; Whole blood; Andrology; Chemistry; Medicine; Biochemistry; Immunology; Internal medicine; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007498743,0.00066368,0.000423109,0.001116947,0.001016415,0.001104636,0.001742137,0.0004570662,0.001469749],"category_scores_gemma":[0.007385826,0.0003080037,0.0004951221,0.001373968,0.0007001754,0.0003500121,0.0008184162,0.0005209004,0.0003486199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007689787,"about_ca_system_score_gemma":0.01054931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1355646,"about_ca_topic_score_gemma":0.1387292,"domain_scores_codex":[0.9932899,0.0009154991,0.0004492942,0.0009389514,0.004028678,0.0003777821],"domain_scores_gemma":[0.9827717,0.001723257,0.003260273,0.001388643,0.01003532,0.0008207903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008556834,0.004935648,0.4307638,0.001188058,0.0002853106,0.0005340736,0.004808054,0.005217276,0.2039763,0.0004596249,0.006260749,0.3330143],"study_design_scores_gemma":[0.0002412596,0.007758613,0.9067975,0.00009220581,0.0001546832,0.0002419951,0.0005373635,0.003187167,0.06619554,0.00007781387,0.01464493,0.00007094019],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742424,0.0006621637,0.01384353,0.0002228442,0.00004928939,0.003430877,0.002490707,0.0006186194,0.004439598],"genre_scores_gemma":[0.9115048,0.0004761244,0.07435764,0.000377253,0.00004600105,0.001747247,0.006442553,0.00007301939,0.004975277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1355646,"threshold_uncertainty_score":0.269551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175173410126037,"score_gpt":0.3441817597747448,"score_spread":0.3224300256734844,"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."}}