{"id":"W4247575855","doi":"10.1046/j.1537-2995.2003.00451.x","title":"Working together","year":2003,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Society for Apheresis","funders":"","keywords":"Apheresis; Transfusion medicine; Medicine; Beneficiary; Public relations; Political science; Engineering ethics; Blood transfusion; Law; Surgery; Engineering; Immunology","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":[0.006228735,0.001574519,0.0009211777,0.002011944,0.006855715,0.01591027,0.003450276,0.00497393,0.457249],"category_scores_gemma":[0.01689447,0.000605617,0.001079161,0.001752295,0.002273726,0.01071165,0.01750551,0.007172806,0.4089188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002833486,"about_ca_system_score_gemma":0.006969773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998047,"about_ca_topic_score_gemma":0.003649462,"domain_scores_codex":[0.9887654,0.003045192,0.0006846811,0.002346943,0.003488339,0.001669502],"domain_scores_gemma":[0.9834903,0.001069591,0.0007128055,0.002110832,0.004683044,0.007933295],"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":[0.00003607462,0.00004771232,0.0006590313,0.0001812149,0.00001946687,0.0002604343,0.002452289,0.00004722586,0.0004368522,0.01429521,0.8531429,0.1284215],"study_design_scores_gemma":[0.000002171896,0.000009349901,0.0001453743,0.00006785019,0.000003091818,0.0001164101,0.0006303577,0.00001433928,0.00006057011,0.002527142,0.996416,0.000007313668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002667014,0.005946477,0.01497622,0.1404206,0.04864127,0.0004037951,0.00141001,0.003309176,0.7822255],"genre_scores_gemma":[0.01315781,0.002706474,0.006751751,0.04844889,0.005678324,0.0002829125,0.001725732,0.001438539,0.9198096],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.457249,"threshold_uncertainty_score":0.7741684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727420545942965,"score_gpt":0.2389384692693997,"score_spread":0.21166426380997,"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."}}