{"id":"W7088338878","doi":"10.1007/978-3-032-06112-6_1","title":"Donors and Procurement","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Plant Reproductive Biology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Donation; Organ procurement; Organ donation; Procurement; Cold storage; Transplantation","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":[0.00006449711,0.0001834437,0.0001543111,0.00003851535,0.00002381035,0.000006433648,0.00008874006,0.0003154438,0.00006362527],"category_scores_gemma":[0.00002341192,0.0001556033,0.00004410183,0.000004274858,0.00007950504,3.715137e-7,0.0001832428,0.00008458608,0.00001276524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009083827,"about_ca_system_score_gemma":0.00006682832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000591169,"about_ca_topic_score_gemma":0.0000469549,"domain_scores_codex":[0.9991955,0.000006099563,0.0001178165,0.0005267494,0.00004540479,0.0001083965],"domain_scores_gemma":[0.9995739,0.000003818599,0.00005085256,0.0002875589,0.00005149168,0.0000323627],"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":[0.0002406521,0.00003769259,0.0007418463,0.0002250722,0.0009002652,0.00001747664,0.00001222228,7.158102e-7,0.2993476,0.2187064,0.4493017,0.03046838],"study_design_scores_gemma":[0.00009714306,0.0001132712,0.00005302069,0.00001891044,0.00002578805,0.00001732497,0.000001300254,2.987232e-7,0.01550995,0.001205354,0.9827763,0.0001813058],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000639058,0.002418822,0.0001113328,0.000288837,0.0001600196,0.0002632339,0.00004734834,0.00001324556,0.9960581],"genre_scores_gemma":[0.000842256,0.002393774,0.0004259192,0.0003752958,0.0002815271,0.00000989707,0.0003287124,0.00001321536,0.9953294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5334746,"threshold_uncertainty_score":0.6345317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007714118271017041,"score_gpt":0.213897059631479,"score_spread":0.2061829413604619,"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."}}