{"id":"W2320659865","doi":"10.1097/01.prs.0000430025.36453.fc","title":"Abstract 83","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":[0.0001213085,0.000125936,0.0002828698,0.0002356344,0.00005783942,0.00003153629,0.00003904403,0.00007148609,0.01693204],"category_scores_gemma":[0.0004827825,0.0001075323,0.0001008436,0.000190297,0.0001657295,0.0001569217,0.000008669675,0.0002276252,0.003781616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003698524,"about_ca_system_score_gemma":0.0001828596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000851064,"about_ca_topic_score_gemma":0.000004295854,"domain_scores_codex":[0.9989417,0.00002373239,0.0002604262,0.000222905,0.0002517327,0.0002995222],"domain_scores_gemma":[0.9971494,0.00225649,0.00005371287,0.0001436415,0.000161801,0.000234925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00020455,0.0001573218,0.8300846,0.0003997522,0.0002491362,0.0002745409,0.0001581576,0.000001455222,0.01445667,0.0002516288,0.007524857,0.1462373],"study_design_scores_gemma":[0.0003791823,0.00002717515,0.990515,0.0001384681,0.00002895583,0.0003691557,0.0001846165,0.00003065756,0.007424669,0.0002689706,0.0004993002,0.0001338276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836295,0.00007148674,0.0001156862,0.0002511991,0.0005855038,0.0002375699,0.00001775697,0.00007680932,0.01501444],"genre_scores_gemma":[0.9987128,0.00005954999,0.0003981211,0.00006710314,0.0001480284,0.00002692643,0.0000266662,0.00001957474,0.0005411808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1604304,"threshold_uncertainty_score":0.9969941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02989378134223716,"score_gpt":0.275828541105297,"score_spread":0.2459347597630598,"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."}}