{"id":"W1517180566","doi":"10.1111/j.1432-2277.2011.01413.x","title":"Are three patients better than one?","year":2011,"lang":"en","type":"article","venue":"Transplant International","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung transplantation; Intensive care medicine; Life expectancy; Lung; Mortality rate; Transplantation; Surgery; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008228571,0.0001301922,0.0001812216,0.0001074908,0.00003694765,0.00001023501,0.0001427604,0.00006958111,0.001614924],"category_scores_gemma":[0.000008657199,0.0001086809,0.000118263,0.00004834642,0.0000353306,0.000104084,0.000005741844,0.0001441626,0.0001353492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002433572,"about_ca_system_score_gemma":0.0000144609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000651167,"about_ca_topic_score_gemma":0.0001270148,"domain_scores_codex":[0.999018,0.00001857979,0.0002370347,0.0001996994,0.0003639503,0.0001627682],"domain_scores_gemma":[0.9995531,0.00004139197,0.00008567769,0.0001311687,0.00009905772,0.00008955906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004393995,0.0002623706,0.9943222,0.00004233332,0.0001736414,0.00007017657,0.0006271814,2.160853e-7,0.0002178288,0.001252532,0.00008663884,0.002505514],"study_design_scores_gemma":[0.001814188,0.00007152752,0.9936335,0.0001741581,0.0001271168,0.00003434471,0.00001373331,0.00002607612,0.00240264,0.0007949409,0.0007835422,0.0001241946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637054,0.00001883187,0.01376366,0.0008218343,0.0007455143,0.0002051714,0.0002812309,0.00008592258,0.02037241],"genre_scores_gemma":[0.9830853,0.00003373273,0.01478835,0.001277392,0.0001780626,0.00001494914,0.0002623373,0.0000187791,0.0003410465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02003136,"threshold_uncertainty_score":0.9992977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08475102925397178,"score_gpt":0.2978889345453434,"score_spread":0.2131379052913716,"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."}}