{"id":"W4238767595","doi":"10.1097/01.prs.0000465576.72195.0b","title":"Abstract 128","year":2015,"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":"Hospital for Sick Children","funders":"","keywords":"Reconstructive surgery; Plastic surgery; Medicine; 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":[0.0002879287,0.0001203659,0.0002909052,0.0002392961,0.00003757716,0.00001958613,0.00003855332,0.00007041253,0.001486714],"category_scores_gemma":[0.001054643,0.0001056824,0.00008476397,0.0002138114,0.0001707016,0.0001056903,0.000009574162,0.0002176253,0.001077099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006415601,"about_ca_system_score_gemma":0.0004994084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003111864,"about_ca_topic_score_gemma":0.000006343428,"domain_scores_codex":[0.9988941,0.0000303444,0.0002450733,0.0002165043,0.0003446014,0.000269355],"domain_scores_gemma":[0.9976235,0.00159513,0.00005360981,0.0001405166,0.0001975958,0.0003896455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00112186,0.0001917198,0.9300435,0.0002830489,0.0002484432,0.001004808,0.0004140906,0.000005698191,0.002344201,0.0004728172,0.009522525,0.05434734],"study_design_scores_gemma":[0.001712853,0.0001111741,0.9812544,0.0002960006,0.00009288055,0.001495739,0.0008973501,0.00007607505,0.008751214,0.0006291461,0.004369929,0.000313249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750265,0.0001318103,0.0002553441,0.0001870621,0.001009163,0.0001370087,0.0000303917,0.00008431821,0.02313833],"genre_scores_gemma":[0.9987532,0.00003528272,0.0004764345,0.0000492715,0.0002010218,0.000008290413,0.00003410934,0.00001902947,0.0004232831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05403409,"threshold_uncertainty_score":0.9997007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0693332406055676,"score_gpt":0.3088050145875753,"score_spread":0.2394717739820077,"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."}}