{"id":"W3084900252","doi":"10.1111/trf.16054","title":"Proceedings of the <scp>AABB</scp> blood center executive summit","year":2020,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Summit; Context (archaeology); Transfusion medicine; Officer; Political science; Medicine; Chief executive officer; Apheresis; Management; Public relations; Blood transfusion; Law; Surgery; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001708744,0.0001693438,0.0001851605,0.00008010468,0.000196135,0.0001232949,0.0003403983,0.00008232278,0.0002356052],"category_scores_gemma":[0.0001261478,0.0001208803,0.0001551977,0.0007236921,0.00006513035,0.001070245,0.00007122639,0.0002322434,0.00009067293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000372754,"about_ca_system_score_gemma":0.00001303888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001050968,"about_ca_topic_score_gemma":0.0000484566,"domain_scores_codex":[0.9987916,0.000006770531,0.0002900882,0.0002917144,0.0004209599,0.0001988947],"domain_scores_gemma":[0.9994079,0.00005499537,0.0001884254,0.00009117887,0.0002339804,0.00002353462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002300801,0.002398246,0.5485361,0.002073792,0.0003971404,0.00001512288,0.006566026,0.00002257244,0.2495317,0.1238526,0.05613435,0.01024234],"study_design_scores_gemma":[0.006605618,0.00009507707,0.07051388,0.0002544618,0.0008285282,0.000005729516,0.004993225,0.0008034776,0.07644593,0.0015121,0.8376938,0.0002482143],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.859187,0.00005135489,0.00005584344,0.006876853,0.0002268338,0.0004248736,0.000007022509,0.0001215978,0.1330486],"genre_scores_gemma":[0.9944219,0.0001009794,0.00006289624,0.004659702,0.0003286619,0.00001152598,0.000006031423,0.00002528459,0.0003830044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7815594,"threshold_uncertainty_score":0.4929354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769380805717718,"score_gpt":0.2118485204310419,"score_spread":0.1941547123738647,"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."}}