{"id":"W2293619837","doi":"10.1097/01.prs.0000481105.48751.f3","title":"Plastic and Reconstructive Surgery","year":2016,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reconstructive surgery; Medicine; Battle; Surgery; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002278606,0.0003949294,0.0009594283,0.0004105625,0.0001436711,0.00002635118,0.0000480391,0.0002073155,0.001082426],"category_scores_gemma":[0.006039694,0.0002485237,0.0002849925,0.000269112,0.0008791737,0.0002343663,0.00006078094,0.0001888351,0.00020158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001052734,"about_ca_system_score_gemma":0.0002587624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919771,"about_ca_topic_score_gemma":0.000009065556,"domain_scores_codex":[0.9977279,0.0001196099,0.000557479,0.0007262529,0.0002657121,0.000603101],"domain_scores_gemma":[0.9770606,0.02191797,0.0002252165,0.0002506686,0.0001532689,0.0003923437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006235829,0.0001241301,0.8436439,0.0000421709,0.0003835034,0.0002015868,0.00002238992,1.166113e-7,0.0003510424,0.0002063958,0.0006355265,0.1537656],"study_design_scores_gemma":[0.00135538,0.0001967611,0.9906405,0.0004845654,0.0003004586,0.001671506,0.0001422428,0.00001975951,0.0005696073,0.003712334,0.0004682608,0.0004386638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943927,0.0004023954,0.0007487895,0.000243753,0.001740944,0.0002479953,0.0001190655,0.0001283799,0.001976003],"genre_scores_gemma":[0.9986868,0.0003917572,0.0003881979,0.0001005422,0.0001506506,0.0000551012,0.00001686029,0.00003856022,0.0001715624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.153327,"threshold_uncertainty_score":0.9999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02482939108564893,"score_gpt":0.2338150873977816,"score_spread":0.2089856963121327,"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."}}