{"id":"W3016831636","doi":"10.1111/ajt.15926","title":"Are we ready for truly disruptive positive change?","year":2020,"lang":"en","type":"letter","venue":"American Journal of Transplantation","topic":"Organ Donation and Transplantation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Transplantation; Organ procurement; Organ transplantation; Harm; Unintended consequences; United Network for Organ Sharing; Law; Surgery; Political science; Liver transplantation","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":[0.008464036,0.001125923,0.001270951,0.0007233042,0.003659499,0.006905322,0.003232901,0.01907819,0.0126825],"category_scores_gemma":[0.06947652,0.0004822594,0.0009092106,0.0005790143,0.005636449,0.006886497,0.001953588,0.03244717,0.005906932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002496443,"about_ca_system_score_gemma":0.005657711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001569381,"about_ca_topic_score_gemma":0.00350308,"domain_scores_codex":[0.9928936,0.002377461,0.0005982177,0.0009847825,0.002400448,0.0007454361],"domain_scores_gemma":[0.9686686,0.01614169,0.00207663,0.0008067861,0.008199223,0.004107105],"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":[0.00002303883,0.00001704515,0.0001078117,0.0001377357,0.00001295374,0.0002543223,0.0001424373,0.000024086,0.00003354457,0.001768159,0.9871776,0.01030135],"study_design_scores_gemma":[0.00004011616,0.00004145377,0.0004244101,0.0005796698,0.0000273395,0.0006662177,0.0006811953,0.0001833174,0.0001984308,0.005554211,0.9915552,0.0000484426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001339359,0.005201959,0.0001662968,0.8482593,0.1451457,0.000005363366,0.00002260583,0.00004108314,0.001023832],"genre_scores_gemma":[0.004245804,0.006823007,0.0002971395,0.7830119,0.2007468,0.00002574169,0.00001916552,0.00004187803,0.004788596],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01907819,"threshold_uncertainty_score":0.04476267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05821426616800495,"score_gpt":0.3228719467249451,"score_spread":0.2646576805569401,"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."}}