{"id":"W2152386904","doi":"10.1080/08941930152024174","title":"The Long Journey to Cardiac Transplantation","year":2001,"lang":"en","type":"article","venue":"Journal of Investigative Surgery","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Transplantation; Cardiac surgery; Intensive care medicine; Cardiology; Surgery","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":[0.001888856,0.0001244993,0.0004225595,0.0002053169,0.0001531703,0.00004078596,0.00007402245,0.00004999407,0.00002647545],"category_scores_gemma":[0.0007009231,0.00007353791,0.0003311473,0.000371521,0.0001326332,0.0001805973,0.000003769224,0.0002864739,0.00001228459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005437395,"about_ca_system_score_gemma":0.0002914724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001161862,"about_ca_topic_score_gemma":0.00001229338,"domain_scores_codex":[0.9983544,0.0002827492,0.0006233565,0.0000917186,0.0004403699,0.0002073541],"domain_scores_gemma":[0.9971492,0.00171685,0.0002993059,0.0001126977,0.0003728296,0.0003490878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001201296,0.00005484782,0.9327388,0.0001154164,0.0004679993,0.001393183,0.003547571,0.00006888799,0.01903206,0.0004800569,0.009408004,0.03149191],"study_design_scores_gemma":[0.0003978464,0.0001268781,0.9573914,0.000460213,0.0002418005,0.001162612,0.0004474747,0.000003602024,0.03037003,0.0007499747,0.00853965,0.0001084672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788267,0.0008511298,0.005068887,0.01351453,0.0009860852,0.0001406354,0.000006022106,0.00001199095,0.0005940003],"genre_scores_gemma":[0.9804798,0.005476193,0.009872213,0.002520265,0.0009289624,0.000005730122,0.000007122792,0.00002785343,0.0006818874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03138344,"threshold_uncertainty_score":0.2998789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08879788530036713,"score_gpt":0.3467817118218429,"score_spread":0.2579838265214757,"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."}}