{"id":"W4288808729","doi":"10.1016/j.tracli.2022.07.006","title":"How do I/we forecast tomorrows’ transfusion: Blood components","year":2022,"lang":"fr","type":"article","venue":"Transfusion Clinique et Biologique","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Blood transfusion; Intensive care medicine; Blood product; Blood supply; Transfusion medicine; Incidence (geometry); Platelet; Platelet transfusion; Surgery; Immunology","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":[0.004903616,0.0004914871,0.0004438137,0.002210325,0.001680957,0.01027047,0.00111851,0.002735351,0.01480337],"category_scores_gemma":[0.04581888,0.0003202739,0.0005546449,0.00214874,0.002197774,0.009594932,0.001560571,0.004700139,0.00858795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003542022,"about_ca_system_score_gemma":0.004412832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02753346,"about_ca_topic_score_gemma":0.02227487,"domain_scores_codex":[0.9977548,0.0006602511,0.0001885517,0.0002615714,0.000764618,0.0003702405],"domain_scores_gemma":[0.9850397,0.002226277,0.003599613,0.0006038761,0.005215386,0.003315205],"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":[0.0002549727,0.0001939486,0.1604635,0.0004417168,0.0001975389,0.0004349835,0.004458177,0.001179262,0.0006544202,0.03889184,0.4541321,0.3386976],"study_design_scores_gemma":[0.00003448102,0.0002210894,0.1216844,0.002602004,0.00019515,0.001187306,0.02505111,0.003179843,0.001346242,0.08810543,0.756097,0.0002958892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.06246765,0.02639499,0.009802812,0.8270292,0.01116899,0.0001037507,0.002263565,0.0005573822,0.06021171],"genre_scores_gemma":[0.7954542,0.05145784,0.01745365,0.09027996,0.01134106,0.000143564,0.002128383,0.0006743959,0.03106697],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02753346,"threshold_uncertainty_score":0.05474639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05002516427521873,"score_gpt":0.278782651606077,"score_spread":0.2287574873308582,"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."}}