{"id":"W4387578243","doi":"10.1111/trf.181_17554","title":"P‐BB‐77 | Validation of a Small‐Scale Red Blood Cell Cryopreservation Method","year":2023,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Citation; Cryopreservation; Medicine; Library science; Biology; Computer science; Genetics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001939209,0.0004590433,0.000295301,0.0003729581,0.0003370474,0.0004989259,0.0005867131,0.0004232928,0.001768385],"category_scores_gemma":[0.00184346,0.0001848034,0.0002803983,0.0003111986,0.0004611727,0.0002133104,0.0004127967,0.0006382707,0.001272277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003686686,"about_ca_system_score_gemma":0.0004955676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001678189,"about_ca_topic_score_gemma":0.001408778,"domain_scores_codex":[0.9982804,0.0003762946,0.0001256972,0.0003352008,0.0007902252,0.00009226034],"domain_scores_gemma":[0.9989846,0.0002807249,0.0001126974,0.0001410586,0.0004141465,0.00006668514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008148269,0.00008071231,0.0003571302,0.00005968546,0.00001108886,0.00003465687,0.00002838751,0.000293462,0.9944548,0.00006365177,0.0001924696,0.004342442],"study_design_scores_gemma":[0.00001053406,0.0005046214,0.00242514,0.00001541895,0.00002106885,0.0001188566,0.00002684641,0.00186365,0.9912767,0.00003376336,0.003692942,0.00001051284],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8786647,0.002329777,0.1101002,0.0004344071,0.0003539509,0.0009953255,0.001719447,0.0007609935,0.00464126],"genre_scores_gemma":[0.8718954,0.002061245,0.1106796,0.0002351544,0.00005737847,0.001012599,0.003766532,0.0003066247,0.00998539],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.001939209,"threshold_uncertainty_score":0.01025563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03526279174426619,"score_gpt":0.2657096586802462,"score_spread":0.23044686693598,"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."}}