{"id":"W6906477437","doi":"10.17616/r31njn8k","title":"Canadia Blood Services Data4Research Program","year":2022,"lang":"en","type":"other","venue":"Registry of Research Repositories","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cord blood; Blood bank; Transplantation; Blood donor; Blood transfusion; Blood preservation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003204067,0.0006039565,0.0009664313,0.001923977,0.0007354491,0.0005473461,0.00440268,0.0006347084,0.005573896],"category_scores_gemma":[0.0008438496,0.0006077433,0.0002275622,0.003185267,0.002537114,0.0001849887,0.002319119,0.00298346,0.0003631184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006318028,"about_ca_system_score_gemma":0.003140898,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2104305,"about_ca_topic_score_gemma":0.03943132,"domain_scores_codex":[0.9870332,0.001549944,0.0006882602,0.001535805,0.00719988,0.001992909],"domain_scores_gemma":[0.9922943,0.0005007532,0.0006766975,0.004830031,0.0009564005,0.0007418856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000147428,0.0006518434,0.006472724,0.005523821,0.0009669422,0.001729285,0.0002587486,8.392503e-7,0.001570895,0.001616673,0.9803192,0.000741625],"study_design_scores_gemma":[0.0004581776,0.000643793,0.0002262833,0.0008018576,0.00009300004,0.00017505,0.001771202,0.000007645001,0.001642227,0.00006172551,0.9936352,0.0004837825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002728054,0.01238981,1.37987e-7,0.0002098948,0.000796186,0.002989718,0.004168666,0.001198275,0.9755192],"genre_scores_gemma":[0.00311012,0.000595893,0.001128571,0.000003498931,0.002521173,0.001334122,0.002166679,0.002171291,0.9869686],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1709992,"threshold_uncertainty_score":0.9996374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04906830139960901,"score_gpt":0.4116292821929642,"score_spread":0.3625609807933552,"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."}}