{"id":"W4281710572","doi":"10.1002/9781119665885.ch18","title":"Bacterial Contamination","year":2022,"lang":"en","type":"other","venue":"","topic":"Blood transfusion and management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Contamination; Bacteria; Bacterial growth; Microbiology; Blood component; Biology; Medicine; Intensive care medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002004564,0.0009423305,0.0005125077,0.001407361,0.001073063,0.002278992,0.0006876276,0.0008972269,0.04627882],"category_scores_gemma":[0.004607341,0.0001833921,0.0006400091,0.001236418,0.0005788634,0.000638463,0.001882052,0.000747791,0.01784348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009245445,"about_ca_system_score_gemma":0.001830027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002862239,"about_ca_topic_score_gemma":0.002920885,"domain_scores_codex":[0.9966027,0.000646577,0.0003165753,0.0003052796,0.001816247,0.0003125969],"domain_scores_gemma":[0.9968027,0.0004867574,0.0005266797,0.000342655,0.001519133,0.0003222004],"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":[0.0006504357,0.0003828571,0.03569498,0.002744718,0.00005763112,0.004010546,0.0006055429,0.0003795576,0.02559013,0.007726182,0.1173923,0.8047651],"study_design_scores_gemma":[0.00003550156,0.000517993,0.02555973,0.001835054,0.00006773715,0.01160799,0.0005448996,0.0006710994,0.02928977,0.002745162,0.9270871,0.00003804075],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09129599,0.04935316,0.03376977,0.01032581,0.004375963,0.00175678,0.006434298,0.00256418,0.800124],"genre_scores_gemma":[0.4566332,0.05813758,0.04728727,0.01391748,0.001701744,0.0009328873,0.009449619,0.00128985,0.4106505],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9537212,"threshold_uncertainty_score":0.154818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009586090863185633,"score_gpt":0.2414791517698829,"score_spread":0.2318930609066973,"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."}}