{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01362344,0.0002274522,0.000994008,0.0004088446,0.003040984,0.006372501,0.001162502,0.003531984,0.01961241],"category_scores_gemma":[0.03106513,0.0002504801,0.0004781024,0.000960213,0.006189064,0.008768298,0.003758828,0.004838611,0.004999634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001771135,"about_ca_system_score_gemma":0.007477686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002356732,"about_ca_topic_score_gemma":0.00261591,"domain_scores_codex":[0.9908408,0.004925762,0.0004259665,0.001103827,0.001688365,0.001015281],"domain_scores_gemma":[0.9862382,0.004007246,0.001650876,0.001623999,0.002492531,0.003987085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0008229447,0.0004415896,0.02408046,0.001889909,0.0001208062,0.0005568126,0.01431533,0.0000891649,0.001182892,0.1664712,0.4038958,0.3861331],"study_design_scores_gemma":[0.00007940283,0.0003395421,0.003906595,0.002364471,0.00006359688,0.000929327,0.01337448,0.00003887688,0.0004777277,0.0321687,0.9462128,0.00004444217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04078335,0.036603,0.003969082,0.7980076,0.03259972,0.000110908,0.0003204413,0.00008935896,0.08751664],"genre_scores_gemma":[0.2958989,0.06612377,0.007345204,0.5280003,0.01636658,0.0002980814,0.0003410497,0.0002276353,0.08539837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01961241,"threshold_uncertainty_score":0.07204843,"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."}}