{"id":"W2086050294","doi":"10.1016/j.transci.2012.03.024","title":"The Canadian Transfusion Surveillance System: What is it and how can the data be used?","year":2012,"lang":"en","type":"review","venue":"Transfusion and Apheresis Science","topic":"Blood transfusion and management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Hamilton Regional Laboratory Medicine Program","funders":"","keywords":"Medicine; Transfusion-related acute lung injury; Guideline; Psychological intervention; Injury surveillance; Medical emergency; Blood transfusion; Incidence (geometry); Agency (philosophy); Intensive care medicine; Emergency medicine; Environmental health; Injury prevention; Poison control; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003362289,0.0005421445,0.001009125,0.0002275306,0.003085761,0.001185447,0.00130449,0.0002484182,0.0001239251],"category_scores_gemma":[0.00003193592,0.0002697278,0.0001772239,0.001105017,0.001402664,0.0004867223,0.0001844249,0.0005922326,0.000009038344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001416322,"about_ca_system_score_gemma":0.001058795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03599709,"about_ca_topic_score_gemma":0.5899742,"domain_scores_codex":[0.9961217,0.0002752708,0.0004402285,0.001129034,0.001157058,0.0008767095],"domain_scores_gemma":[0.9967493,0.0003119701,0.0001256961,0.001798971,0.00011453,0.0008995162],"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":[0.00001247945,0.00002724466,0.00004142501,0.004458934,0.0000685422,0.00001523637,0.00101734,1.79686e-8,0.00001368576,0.0006258101,0.00260511,0.9911142],"study_design_scores_gemma":[0.0004629281,0.00005161336,0.0002191337,0.004227699,0.0009672778,0.0001774346,0.00323218,0.00004761061,0.000005985734,0.000001937888,0.9902741,0.0003320572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001940888,0.9399575,0.0000238396,0.05460021,0.0007017876,0.002519465,0.0001805598,0.0000495955,0.001772978],"genre_scores_gemma":[0.007154094,0.9895213,0.00003437796,0.00141671,0.0001197575,0.00006667482,0.00004129492,0.0000433805,0.001602426],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9907821,"threshold_uncertainty_score":0.9999755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118832584252544,"score_gpt":0.329068313170017,"score_spread":0.2102357289174729,"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."}}