{"id":"W2031495294","doi":"10.1097/01.prs.0000267675.49922.ef","title":"Plastic Surgery: Discipline Defined by Techniques","year":2007,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Plastic surgery; Medicine; Feeling; Cardiothoracic surgery; General surgery; Surgery; Population; Disadvantage; Reconstructive surgery; Vascular surgery; Cardiac surgery; Psychology; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003652834,0.00286722,0.002956181,0.002345793,0.002191463,0.008552878,0.002395358,0.0105516,0.004701524],"category_scores_gemma":[0.01675307,0.0009318637,0.00164358,0.001630456,0.005568129,0.008484722,0.002165197,0.02491153,0.003988293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002156959,"about_ca_system_score_gemma":0.002745236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008103634,"about_ca_topic_score_gemma":0.001501302,"domain_scores_codex":[0.9956392,0.001095537,0.0007185037,0.0005913397,0.001606359,0.000348955],"domain_scores_gemma":[0.9818977,0.009284746,0.001226533,0.0003687146,0.005128069,0.002094322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005485648,0.00001724138,0.0001747428,0.00086575,0.00001953776,0.000232422,0.0000940397,0.00003461979,0.0000945862,0.001699223,0.977011,0.019702],"study_design_scores_gemma":[0.00003391563,0.0000694018,0.0005811633,0.001566845,0.00003129396,0.001858904,0.0002478061,0.00009326091,0.00009181005,0.002512655,0.9928815,0.00003128957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0001092275,0.06488584,0.0001211157,0.09025104,0.84317,0.000008089681,0.00001171494,0.00002027831,0.00142264],"genre_scores_gemma":[0.001090387,0.03691478,0.0001342104,0.06742351,0.8924193,0.00001211734,0.00001027785,0.00002592789,0.001969477],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.0105516,"threshold_uncertainty_score":0.01931828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02902271687092295,"score_gpt":0.2647636747530909,"score_spread":0.235740957882168,"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."}}