{"id":"W2326381800","doi":"10.1097/01.prs.0000430188.01697.9b","title":"Abstract P24","year":2013,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Organ and Tissue Transplantation Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Reconstructive surgery; Plastic surgery; General surgery; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001227425,0.0001274642,0.0002844352,0.0002400088,0.00005783858,0.00003251915,0.00003935542,0.00007231448,0.01671446],"category_scores_gemma":[0.000481767,0.0001086794,0.0001022542,0.0001931495,0.000176081,0.0001578336,0.000008850078,0.0002313343,0.00390205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003735059,"about_ca_system_score_gemma":0.000185624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008243997,"about_ca_topic_score_gemma":0.000004121513,"domain_scores_codex":[0.9989279,0.00002370241,0.0002625909,0.0002258938,0.0002580226,0.0003018751],"domain_scores_gemma":[0.9971477,0.002255646,0.00005325809,0.0001447282,0.0001619991,0.0002366195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002120505,0.0001671053,0.8486547,0.0004344936,0.0002643324,0.0002783869,0.0001689487,0.000001518419,0.0152623,0.0003449333,0.008400807,0.1258104],"study_design_scores_gemma":[0.0003821864,0.00002827343,0.9923363,0.0001471098,0.0000302862,0.0003686127,0.0001909717,0.00004045024,0.005507404,0.0002873594,0.0005434113,0.0001376877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982776,0.00007612756,0.0001558589,0.0002591412,0.000622405,0.0002425706,0.00001853473,0.0000793391,0.01577],"genre_scores_gemma":[0.9986245,0.0000599898,0.000444235,0.0000676506,0.0001519168,0.0000286213,0.0000267354,0.00002000193,0.0005763306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1436815,"threshold_uncertainty_score":0.9968735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02993822878624919,"score_gpt":0.2762907989726103,"score_spread":0.2463525701863611,"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."}}