{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007943482,0.0008832878,0.0008923273,0.009345267,0.002601626,0.006550129,0.003465399,0.001642292,0.5064334],"category_scores_gemma":[0.04531308,0.0007098832,0.00071318,0.01463122,0.0007888663,0.002410605,0.003352289,0.002004842,0.2930877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008190543,"about_ca_system_score_gemma":0.03192316,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1773515,"about_ca_topic_score_gemma":0.1721505,"domain_scores_codex":[0.9936641,0.001187974,0.0005727149,0.0007066978,0.00329995,0.0005685927],"domain_scores_gemma":[0.9588058,0.006572377,0.0017107,0.006264711,0.02230112,0.004345343],"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":[0.00009455638,0.00002032395,0.000562767,0.0001330962,0.000006117792,0.00002329923,0.0000574467,0.00003560707,0.00004393407,0.00396083,0.9739489,0.02111312],"study_design_scores_gemma":[0.00002163751,0.000003776466,0.0006329159,0.00009390062,0.000003649112,0.00002022988,0.00004328387,0.00004707906,0.00008684587,0.000721565,0.9983172,0.00000795607],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0006671517,0.0007257,0.002052084,0.006030571,0.0005805196,0.0005157593,0.6071671,0.004579725,0.3776812],"genre_scores_gemma":[0.006933986,0.002296019,0.009470688,0.003602107,0.0003710789,0.001502872,0.512243,0.005249403,0.4583308],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8226485,"threshold_uncertainty_score":0.7040128,"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."}}