{"id":"W1968071639","doi":"10.1111/voxs.12000","title":"Importance of documentation in <scp>GMP</scp>","year":2013,"lang":"en","type":"article","venue":"ISBT Science Series","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Medicine; Good manufacturing practice; Quality (philosophy); Blood transfusion; Business; Medical emergency; Intensive care medicine; Operations management; Surgery; Engineering; Marketing; Computer science","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":[0.07517204,0.0003833959,0.0005856161,0.004670654,0.005640924,0.01862725,0.002426696,0.00512396,0.009062584],"category_scores_gemma":[0.1906347,0.0005621093,0.0004100556,0.007278761,0.007686545,0.01205862,0.005215762,0.007437945,0.009016738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008267273,"about_ca_system_score_gemma":0.0420604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01508375,"about_ca_topic_score_gemma":0.0100623,"domain_scores_codex":[0.8820873,0.04806362,0.01553359,0.002576861,0.04903017,0.002708393],"domain_scores_gemma":[0.5977274,0.1526559,0.0305816,0.04594954,0.1556819,0.01740361],"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":[0.00005208972,0.0001467171,0.005905706,0.0008626448,0.00001736031,0.0007253779,0.00829635,0.0005988633,0.001758456,0.1009722,0.4580741,0.4225901],"study_design_scores_gemma":[0.00000962341,0.00005595245,0.007643072,0.001593736,0.000007277514,0.0009313494,0.003375509,0.000418189,0.0009970494,0.02662055,0.9582809,0.00006672324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01069801,0.01320476,0.02644673,0.6720757,0.01125513,0.0005073047,0.0003533642,0.001222646,0.2642364],"genre_scores_gemma":[0.4635203,0.03887817,0.1390645,0.1616735,0.0230245,0.0008901507,0.002135275,0.002042032,0.1687716],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07517204,"threshold_uncertainty_score":0.3975525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240883218751603,"score_gpt":0.2484005331018008,"score_spread":0.2359917009142848,"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."}}