{"id":"W4231394062","doi":"10.1097/mot.0b013e3283595602","title":"Editorial introductions","year":2012,"lang":"en","type":"article","venue":"Current Opinion in Organ Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Columbia university; Medicine; Lung transplantation; Library science; Section (typography); Transplantation; Medical education; General surgery; Family medicine; Surgery; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003292346,0.0001346654,0.0001860305,0.0002111995,0.00006419096,0.00001104517,0.00004620531,0.00008958002,0.0001430909],"category_scores_gemma":[0.00003274583,0.0001243167,0.00006331101,0.0003167918,0.00003328412,0.000292662,0.000003105604,0.0002641139,0.00007500256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006022205,"about_ca_system_score_gemma":0.00005377694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000108576,"about_ca_topic_score_gemma":0.000002486846,"domain_scores_codex":[0.9988413,0.00008224093,0.0003183987,0.0001798283,0.0002789679,0.000299278],"domain_scores_gemma":[0.999539,0.00008627639,0.00005234278,0.0001325499,0.00005827333,0.0001316106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007697311,0.0008159857,0.9099237,0.002332014,0.00004314246,5.116411e-7,0.006271564,0.00002334593,0.005148572,0.005760148,0.0427638,0.02614752],"study_design_scores_gemma":[0.003411382,0.00007982091,0.8518924,0.0003779007,0.0001205053,0.00009879761,0.0001605141,0.00001386942,0.001357157,0.0001178064,0.1421406,0.000229254],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.08502828,0.002875191,0.0360475,0.001167859,0.873436,0.000746511,0.00008601967,0.0002105532,0.0004020428],"genre_scores_gemma":[0.5096169,0.01574226,0.00858029,0.00006481248,0.4637988,0.00009095,0.001973791,0.00006405015,0.00006814832],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4245887,"threshold_uncertainty_score":0.5069488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05532988022710556,"score_gpt":0.3891769112561337,"score_spread":0.3338470310290282,"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."}}