{"id":"W2483725325","doi":"10.1201/b19234-7","title":"Donor selection and management","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Computer science; Business; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001470049,0.0003434272,0.0003585164,0.0006482247,0.0006069246,0.001291979,0.0007008798,0.0007329691,0.01114981],"category_scores_gemma":[0.002635594,0.00009732557,0.000185334,0.0005170521,0.0004899647,0.0008907681,0.0009281368,0.001910309,0.004314424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006495183,"about_ca_system_score_gemma":0.0009469051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004037984,"about_ca_topic_score_gemma":0.0009922837,"domain_scores_codex":[0.9995037,0.0001711924,0.00004506894,0.0000498185,0.0001821559,0.00004804368],"domain_scores_gemma":[0.9995987,0.0001486656,0.00003905561,0.0000271877,0.00008652058,0.00009986894],"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":[0.00003225666,0.00008536506,0.003003893,0.0003020499,0.00001323187,0.001247596,0.0004746704,0.000384327,0.0004692348,0.02920253,0.2236697,0.7411152],"study_design_scores_gemma":[0.00001397057,0.00005848889,0.002732607,0.001746523,0.00001165002,0.01589351,0.0004485753,0.0002193201,0.0003891628,0.03793397,0.9405301,0.00002217107],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01533176,0.3347458,0.03958081,0.07139343,0.0149226,0.0002463315,0.0005465408,0.0003752902,0.5228575],"genre_scores_gemma":[0.1843646,0.3662703,0.0414645,0.04575012,0.02038352,0.0005768607,0.001459184,0.0004686075,0.3392624],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01114981,"threshold_uncertainty_score":0.03729975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06462112556628667,"score_gpt":0.3321637444345297,"score_spread":0.267542618868243,"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."}}