{"id":"W2133739004","doi":"10.1111/j.1537-2995.2007.01131.x","title":"Canadian experience with detection of bacterial contamination in apheresis platelets","year":2007,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec","funders":"","keywords":"Apheresis; Plateletpheresis; Contamination; Platelet; Microbiology; Bacteria; Microbiological culture; Medicine; Gold standard (test); Biology; Immunology; 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":[],"consensus_categories":[],"category_scores_codex":[0.000184183,0.00008115661,0.0001438444,0.0002708063,0.0000354425,0.000003757965,0.00003290609,0.00007242984,0.000297266],"category_scores_gemma":[0.000005291327,0.00006823052,0.00002649263,0.0002778294,0.00002698638,0.00006294376,0.000002152766,0.00008134372,0.000003130154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009651012,"about_ca_system_score_gemma":0.0000505523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07579672,"about_ca_topic_score_gemma":0.7366775,"domain_scores_codex":[0.9992802,0.00001339565,0.0002005525,0.0001523504,0.0001759237,0.0001776246],"domain_scores_gemma":[0.9996941,0.00001452942,0.00002331364,0.0001075253,0.00004333927,0.0001171774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002530436,0.0002238198,0.02161728,0.0001182695,0.00002174159,0.0001705875,0.005593645,0.000005146308,0.7970548,0.0001606072,0.000006740247,0.1724969],"study_design_scores_gemma":[0.004095189,0.0005202542,0.5814232,0.0001427757,0.0000380912,0.00002575858,0.00135002,0.0000391744,0.4099284,0.000005128465,0.002326082,0.0001058636],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902697,0.00001723218,0.004427558,0.0001517426,0.0001128969,0.0005022269,0.000001469597,0.00002032178,0.004496802],"genre_scores_gemma":[0.9995177,0.00007791496,0.0001616873,0.0000857103,0.00002216021,0.000009739256,0.000009194092,0.000009784875,0.0001060739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6608808,"threshold_uncertainty_score":0.9303576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007719033757697098,"score_gpt":0.2296929003801697,"score_spread":0.2219738666224726,"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."}}