{"id":"W2605871830","doi":"10.1097/tp.0000000000001696","title":"End-of-Life Conversations With Families of Potential Donors","year":2017,"lang":"en","type":"article","venue":"Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; McGill University; Canadian Blood Services","funders":"","keywords":"Organ donation; Donation; Tissue Donation; Health care; Medicine; Variety (cybernetics); Transplantation; Family medicine; Nursing; Public relations; Psychology; Political science; Surgery; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006174295,0.0000742584,0.0001615923,0.0001110177,0.00009178407,0.000009534037,0.00005909349,0.00004543368,0.0001538961],"category_scores_gemma":[0.000009359767,0.000063095,0.0000430277,0.00004845805,0.0001649332,0.0001825718,0.00000139085,0.0000515074,0.000006804295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007692483,"about_ca_system_score_gemma":0.0001084677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002892283,"about_ca_topic_score_gemma":0.0001813904,"domain_scores_codex":[0.9993715,0.00001423316,0.0002150464,0.0001024118,0.000225252,0.0000715585],"domain_scores_gemma":[0.9994435,0.00002584183,0.0001877492,0.0001702866,0.0001241985,0.00004841601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00689785,0.0004509302,0.8098537,0.00325396,0.0005385894,0.00007343911,0.01216995,0.0004872565,0.1453546,0.01389765,0.00004031842,0.006981831],"study_design_scores_gemma":[0.004609331,0.0001873588,0.9135764,0.0001381301,0.0003895866,0.00003315215,0.0003143784,0.0002129593,0.08039262,0.00004667569,0.00002548357,0.00007392146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843975,0.0000148182,0.01083368,0.0004535516,0.00007586729,0.0002039037,0.00009461269,0.00002309848,0.003902934],"genre_scores_gemma":[0.9978665,0.0004727095,0.001258818,0.00003726251,0.00002357948,0.000004387877,0.0002483861,0.000009501825,0.00007882481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1037227,"threshold_uncertainty_score":0.2572939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564073000737925,"score_gpt":0.2633978898844035,"score_spread":0.2477571598770243,"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."}}