{"id":"W2622263357","doi":"10.1111/trf.14136","title":"Development and testing of a stepwise thaw and dilute protocol for cryopreserved umbilical cord blood units","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Blood Services","funders":"Canadian Blood Services","keywords":"Diluent; Cryopreservation; Cord blood; Potency; Umbilical cord; Andrology; Chemistry; Chromatography; Serial dilution; CD34; Medicine; Stem cell; Immunology; Biology; Biochemistry; In vitro","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004849132,0.0001099239,0.0002466335,0.00004809983,0.0002746072,0.00003172444,0.0001021321,0.00007930017,0.00003576946],"category_scores_gemma":[0.0005567256,0.00008421302,0.00001917988,0.00006473358,0.0001349052,0.00006605148,0.00008335761,0.0001227748,6.748919e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008248006,"about_ca_system_score_gemma":0.0001521705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001638443,"about_ca_topic_score_gemma":0.0001949565,"domain_scores_codex":[0.9989642,0.00002788684,0.0002468292,0.0002534337,0.0002878729,0.000219805],"domain_scores_gemma":[0.9990374,0.0002063569,0.00006498869,0.0002846297,0.0002182045,0.0001883724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005160428,0.0005259152,0.3215421,0.005888516,0.00008339683,0.0000552844,0.001306658,2.300164e-7,0.4668685,0.000176917,0.00008938379,0.1983027],"study_design_scores_gemma":[0.01813252,0.002789704,0.6798289,0.001798084,0.0001028852,0.0000852155,0.0001700598,0.001027622,0.2864195,0.0001107905,0.00929142,0.0002432159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93144,0.00001115235,0.0001763255,0.0001870576,0.000008891314,0.06584186,0.00000517374,0.00001788166,0.002311631],"genre_scores_gemma":[0.9297204,0.00001013286,0.01984814,0.00001881275,0.00005659574,0.04920695,0.00000527538,0.00003321117,0.001100491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3582869,"threshold_uncertainty_score":0.3434107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2171120751022681,"score_gpt":0.3950412126189919,"score_spread":0.1779291375167238,"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."}}