{"id":"W2313513710","doi":"10.1097/01.prs.0000445869.35556.c6","title":"Abstract P23","year":2014,"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":"University of Toronto; McMaster University","funders":"","keywords":"Medicine; Reconstructive surgery; Plastic surgery; Surgery; General 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":[0.0002839122,0.0001229135,0.0003044103,0.0002330521,0.00006311388,0.00001905463,0.00003924817,0.00007060172,0.00293008],"category_scores_gemma":[0.001004576,0.0001082192,0.0001031986,0.000177358,0.0001712087,0.00007743823,0.000007980141,0.0002211016,0.0009446338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003055486,"about_ca_system_score_gemma":0.0001406899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000181724,"about_ca_topic_score_gemma":0.000005903711,"domain_scores_codex":[0.9989418,0.00003925779,0.0002475363,0.0002344042,0.0002605128,0.0002764439],"domain_scores_gemma":[0.9960219,0.003453038,0.00005678874,0.0001559963,0.0001046022,0.0002077274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005771954,0.0001552514,0.8053086,0.0005387062,0.0002211993,0.0001991588,0.0001520754,0.000003997056,0.008704423,0.001565012,0.002480072,0.1800942],"study_design_scores_gemma":[0.0006287041,0.00005320685,0.9874862,0.0002029618,0.00005034354,0.0004018371,0.00009132605,0.0001173409,0.007522935,0.000362889,0.002907602,0.000174581],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740196,0.00004063361,0.001040167,0.0001670296,0.0007762959,0.0001184544,0.00001846901,0.00008587482,0.02373345],"genre_scores_gemma":[0.9988387,0.0000376342,0.0004434908,0.0000692266,0.0002342458,0.00000790452,0.00002778663,0.00001991067,0.0003211039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1821776,"threshold_uncertainty_score":0.9998332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02865393048513321,"score_gpt":0.2808028042312608,"score_spread":0.2521488737461276,"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."}}