{"id":"W2331592115","doi":"10.1097/01.prs.0000445841.42287.23","title":"Abstract 58","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":"Hospital for Sick Children","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":[0.0002774341,0.000121487,0.0003024114,0.0002301643,0.00006205314,0.00001886087,0.00003880468,0.00006991344,0.003722559],"category_scores_gemma":[0.0009330513,0.0001071122,0.0001022361,0.0001742413,0.0001701843,0.00007698329,0.000007830175,0.0002203023,0.0009119614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003030875,"about_ca_system_score_gemma":0.0001404366,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001769992,"about_ca_topic_score_gemma":0.000005501455,"domain_scores_codex":[0.9989511,0.00003917753,0.0002451277,0.0002318865,0.0002595652,0.0002731261],"domain_scores_gemma":[0.9960805,0.003399278,0.00005609662,0.0001543673,0.0001037747,0.0002060478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006111796,0.0001593021,0.8062112,0.000541194,0.0002247863,0.0001998508,0.0001546727,0.000004153244,0.008292107,0.001620356,0.003028077,0.1789531],"study_design_scores_gemma":[0.0006455277,0.00005421557,0.9867658,0.0002103593,0.00005128398,0.0004069966,0.00009123947,0.0001161082,0.007400305,0.0003617817,0.003719835,0.0001765443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694602,0.00004195815,0.001053053,0.0001685679,0.0007638562,0.0001182271,0.00001861796,0.00008440617,0.02829112],"genre_scores_gemma":[0.9987871,0.00003786066,0.000449648,0.00007024101,0.0002312141,0.000007576813,0.00002876933,0.00001947895,0.0003681152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1805546,"threshold_uncertainty_score":0.9998659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817546383341619,"score_gpt":0.2800801768420421,"score_spread":0.2519047130086259,"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."}}