{"id":"W2049640411","doi":"10.1097/01.prs.0000067100.50738.73","title":"PERFECTIONISM AND COSMETIC SURGERY","year":2003,"lang":"en","type":"letter","venue":"Plastic & Reconstructive Surgery","topic":"Perfectionism, Procrastination, Anxiety Studies","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Perfectionism (psychology); Surgery; Dermatology; Clinical psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000886168,0.0009386101,0.001650073,0.001244401,0.0008035071,0.0001783343,0.0001399547,0.001263427,0.00224396],"category_scores_gemma":[0.003436484,0.00101059,0.0005730322,0.0006164717,0.00120986,0.000235106,0.00007547484,0.002295365,0.0006005664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295471,"about_ca_system_score_gemma":0.0004087948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000172677,"about_ca_topic_score_gemma":0.00003158828,"domain_scores_codex":[0.9947878,0.0009426451,0.001059491,0.001568509,0.0005110325,0.001130508],"domain_scores_gemma":[0.9737924,0.024321,0.0007628464,0.0005358919,0.0004364903,0.0001513805],"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":[0.00003598508,0.0000504786,0.09704543,0.0002428569,0.000884818,0.0002392588,0.0002302916,5.738148e-7,0.000004183939,0.00005950711,0.8873072,0.01389948],"study_design_scores_gemma":[0.000562839,0.00009718423,0.1550566,0.0005183374,0.0008812086,0.009082512,0.001032186,0.00001371661,0.00004186235,0.002477563,0.8276997,0.002536357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5358626,0.01894304,0.005088011,0.1473243,0.219409,0.003384799,0.001439057,0.002425537,0.0661236],"genre_scores_gemma":[0.3604654,0.007864785,0.001864744,0.512009,0.04374114,0.005780168,0.002491883,0.002376401,0.06340653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3646846,"threshold_uncertainty_score":0.9992344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03043466367896579,"score_gpt":0.2596246003824899,"score_spread":0.2291899367035241,"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."}}