{"id":"W3114971076","doi":"10.1097/prs.0000000000007516","title":"Plastic and Reconstructive Surgery at 75: Stronger, Better, and Always Changing","year":2020,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reconstructive surgery; Milestone; Privilege (computing); Plastic surgery; Publishing; General surgery; Surgery; Law; 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"],"consensus_categories":[],"category_scores_codex":[0.000384086,0.0006117805,0.001415697,0.000807195,0.0004017014,0.00007601325,0.00006481241,0.0003146566,0.0003964821],"category_scores_gemma":[0.001270362,0.0005755883,0.0002738161,0.0005617886,0.001024595,0.0004276367,0.0001880526,0.0005742539,0.00006098549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552235,"about_ca_system_score_gemma":0.0002484234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001901846,"about_ca_topic_score_gemma":0.00001078111,"domain_scores_codex":[0.9966714,0.0001620356,0.0008420339,0.001047417,0.0003657365,0.0009113615],"domain_scores_gemma":[0.9896527,0.008712465,0.0004353465,0.0002164658,0.0001611999,0.000821813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00109271,0.000032436,0.6621378,0.0004178411,0.0004828463,0.0002060025,0.0004441837,0.000001597274,0.001086919,0.00007392104,0.0007135216,0.3333102],"study_design_scores_gemma":[0.00458298,0.0004412865,0.7185471,0.002672286,0.001689838,0.2502306,0.005740121,0.003806205,0.007866596,0.0007005106,0.000864643,0.002857815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938335,0.0007846872,0.0005608797,0.0003437613,0.00321962,0.0003848919,0.0002437131,0.0002119984,0.0004168823],"genre_scores_gemma":[0.9972456,0.0002614144,0.001070787,0.0001605953,0.0009936601,0.00003775499,0.0001023016,0.00007914728,0.00004875788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3304524,"threshold_uncertainty_score":0.9996696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754675830845729,"score_gpt":0.2225915224246519,"score_spread":0.1950447641161946,"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."}}