{"id":"W2024397854","doi":"10.1111/j.1778-428x.2004.tb00146.x","title":"Pro and Con Discussion: Universal Leukoreduction","year":2004,"lang":"en","type":"article","venue":"Transfusion Alternatives in Transfusion Medicine","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Medicine; Citation; Leukoreduction; Transfusion medicine; Library science; Family medicine; Blood transfusion; Internal medicine; Computer science","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":[0.01992281,0.0008470979,0.001554194,0.001964701,0.004478575,0.00738325,0.004473962,0.03404228,0.01810203],"category_scores_gemma":[0.06991675,0.0005268111,0.002014098,0.001809762,0.01436988,0.01030294,0.006224114,0.03159784,0.002481223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003591192,"about_ca_system_score_gemma":0.007396202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001590753,"about_ca_topic_score_gemma":0.0023065,"domain_scores_codex":[0.9828504,0.006600404,0.001634003,0.002188485,0.004575286,0.002151355],"domain_scores_gemma":[0.9382603,0.04551465,0.003512163,0.003606575,0.006063316,0.003042975],"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":[0.0002240802,0.00008210637,0.0009280622,0.0008377649,0.0001084688,0.0008619828,0.0006247205,0.0001845163,0.0003238821,0.3949427,0.5201603,0.0807214],"study_design_scores_gemma":[0.00007988515,0.00005212349,0.0007933034,0.001158985,0.00008919375,0.0008506132,0.0008336535,0.0002752324,0.0006254071,0.1805951,0.81461,0.00003649002],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001685685,0.01320504,0.001509052,0.9013788,0.05963181,0.00003687321,0.0001104605,0.000040213,0.02240212],"genre_scores_gemma":[0.03473453,0.00658605,0.001298352,0.8350094,0.1124581,0.0001091713,0.00008834473,0.00005971573,0.009656333],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03404228,"threshold_uncertainty_score":0.1053631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119410127718056,"score_gpt":0.2942841051792758,"score_spread":0.2730900039020953,"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."}}