{"id":"W1583615301","doi":"10.1111/trf.13023","title":"Qui custodiet ipsos custodes?","year":2015,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Psychological intervention; Intensive care medicine; Adverse effect; Consistency (knowledge bases); Scale (ratio); Transfusion-related acute lung injury; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004347046,0.000555571,0.0007812872,0.0009934234,0.002454796,0.004768927,0.0012071,0.003396407,0.0704171],"category_scores_gemma":[0.0197811,0.0002304645,0.0006919763,0.0008135375,0.002729378,0.004518214,0.00138979,0.003676971,0.00852924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004797589,"about_ca_system_score_gemma":0.004162309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0145034,"about_ca_topic_score_gemma":0.01546817,"domain_scores_codex":[0.9978788,0.0008870717,0.0001332333,0.0002593924,0.0004908092,0.0003507572],"domain_scores_gemma":[0.9960461,0.001673025,0.0006225721,0.0002320315,0.0006773919,0.0007488769],"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":[0.001028389,0.000192972,0.01684904,0.000705511,0.000111373,0.004874353,0.00184522,0.0002742501,0.0004043395,0.1745076,0.4484465,0.3507605],"study_design_scores_gemma":[0.0001545147,0.0002617905,0.007697046,0.002492711,0.00008121819,0.01482293,0.002237043,0.0004134926,0.0007358769,0.04214129,0.928898,0.00006404815],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05001762,0.1180715,0.007357544,0.5794909,0.02868849,0.0001678601,0.001990575,0.0008624961,0.213353],"genre_scores_gemma":[0.5358464,0.08982093,0.008987783,0.1857841,0.02643362,0.0002410006,0.001709316,0.001079415,0.1500975],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0704171,"threshold_uncertainty_score":0.2355687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03157401577410067,"score_gpt":0.2721970341445683,"score_spread":0.2406230183704676,"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."}}