{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004183463,0.00006701089,0.0000838898,0.0002653143,0.0001193994,0.0003519621,0.0002239595,0.00001734384,0.0003903247],"category_scores_gemma":[0.0003279514,0.00005874527,0.00001775497,0.001136285,0.0002696353,0.01220255,0.00005038978,0.00005316942,0.000218708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000869383,"about_ca_system_score_gemma":0.00003143099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007385048,"about_ca_topic_score_gemma":0.0005335197,"domain_scores_codex":[0.9991108,0.000004159641,0.0002103716,0.0001798273,0.000330527,0.0001643431],"domain_scores_gemma":[0.999462,0.00004614762,0.0001760391,0.0001180356,0.0001885655,0.000009216304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008597594,0.0001937678,0.6695436,0.0001424127,0.000007265846,0.00000472186,0.001217164,0.00008282424,0.05606735,0.2568215,0.003156463,0.01275436],"study_design_scores_gemma":[0.0004740349,0.00001602693,0.9224143,0.00003162415,0.00001104446,0.000002334472,0.006704052,0.0005339194,0.01176949,0.02623922,0.03171552,0.00008844449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400705,0.00002934652,0.00002856206,0.002086696,0.0002039683,0.0001510818,3.456846e-7,0.00003284578,0.0573967],"genre_scores_gemma":[0.9979584,0.00002174416,0.0004338225,0.0009901292,0.00005279356,0.00001769966,0.000002155884,0.000004167808,0.0005191281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2528707,"threshold_uncertainty_score":0.8846552,"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."}}