{"id":"W1769201899","doi":"","title":"IS O REALLY THE UNIVERSAL DONOR","year":2015,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Blood groups and transfusion","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Health Canada; Canadian Blood Services; McMaster University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008638488,0.0003228677,0.0003890559,0.0001536823,0.0001764914,0.0000358307,0.0003255641,0.0004111715,0.05399977],"category_scores_gemma":[0.000005743931,0.0002556027,0.0002486207,0.0004862639,0.00006482006,0.0001278824,0.00004817242,0.0005790542,0.0002055771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00017611,"about_ca_system_score_gemma":0.0003780244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000631692,"about_ca_topic_score_gemma":0.001911784,"domain_scores_codex":[0.9986343,0.00005877664,0.0001621127,0.0004438378,0.0004090509,0.0002918654],"domain_scores_gemma":[0.998951,0.00002672581,0.000127379,0.0004234881,0.0002550835,0.0002163833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006077907,0.0004765897,0.003369726,0.00079639,0.001413026,0.001779553,0.01099488,0.000005309578,0.0009418042,0.003795296,0.07719949,0.89315],"study_design_scores_gemma":[0.002811919,0.0003000796,0.004034789,0.0002842778,0.001270096,0.00002600759,0.01244457,0.00002751255,0.000274105,0.0001220874,0.9780974,0.0003071651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04162872,0.0002831782,0.00002457668,0.0009209756,0.0004707825,0.0005002641,0.00004155121,0.00009622168,0.9560337],"genre_scores_gemma":[0.03064078,0.0002192892,0.000126884,0.0003814111,0.0001964472,6.050257e-7,0.0004124765,0.00005551419,0.9679666],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9008979,"threshold_uncertainty_score":0.9999896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504161556575482,"score_gpt":0.2262959535977569,"score_spread":0.2112543380320021,"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."}}