{"id":"W4406643183","doi":"10.1016/b978-2-294-76306-9.50388-4","title":"10.1016/b978-2-294-76306-9.50388-4","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002454008,0.000464687,0.0004262732,0.0005758301,0.0002057392,0.0004654034,0.000444959,0.0003049286,0.9989089],"category_scores_gemma":[0.00003910805,0.000469411,0.0002087038,0.0001348902,0.00004959855,0.0009206104,0.0001366795,0.0004184028,0.9980986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002457754,"about_ca_system_score_gemma":0.00003798616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007905436,"about_ca_topic_score_gemma":0.000003862141,"domain_scores_codex":[0.9981821,0.000006586655,0.0004337862,0.0005449931,0.0005251563,0.0003073579],"domain_scores_gemma":[0.9989587,0.00007325726,0.0002822315,0.0004463128,0.0001948732,0.00004459839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001134629,0.00005197213,4.004248e-8,0.00005960599,0.00009431924,0.00002751709,0.000002860194,0.000007937137,0.000002184567,0.003209805,0.334045,0.6623853],"study_design_scores_gemma":[0.0004123808,0.00001893091,0.000002763668,0.0001085371,0.0002663505,0.000005179946,6.550891e-7,0.00004621311,0.000001781022,0.001226339,0.9973381,0.0005727643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.618161e-7,0.0001549989,0.000001303225,0.0017627,0.00001772141,0.0004143094,0.00002274862,0.0003713418,0.997254],"genre_scores_gemma":[0.000006927698,0.000002041448,0.00003868362,0.001185282,0.001727928,0.00001951118,0.0002037794,0.0001323944,0.9966835],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6632932,"threshold_uncertainty_score":0.9997758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249277642342205,"score_gpt":0.1817161010432624,"score_spread":0.1692233246198404,"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."}}