{"id":"W1981458940","doi":"10.1097/01.prs.0000302374.20248.72","title":"Maintenance of Certification ™ in Plastic Surgery and the Journal: What You Need to Know","year":2008,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maintenance of Certification; Medicine; Documentation; Certification; Subject (documents); Medical education; Plastic surgery; Surgery; Medical physics; Library science; Management; Computer science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003044371,0.0001105644,0.0004072789,0.0003581288,0.0003598322,0.00005802136,0.0001768826,0.00007252829,0.00009867863],"category_scores_gemma":[0.01469653,0.00008509088,0.00008854477,0.0006040154,0.001768177,0.0004875076,0.00004294615,0.0002134343,0.00001301219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009713998,"about_ca_system_score_gemma":0.0003611589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000465224,"about_ca_topic_score_gemma":0.0003399462,"domain_scores_codex":[0.9982347,0.0003704489,0.0004020407,0.000173584,0.0005063998,0.0003128033],"domain_scores_gemma":[0.977055,0.02219037,0.000229274,0.0001102426,0.0002577968,0.0001573666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001377332,0.00008129899,0.8764445,0.00005709373,0.00009372518,0.00008727461,0.04003692,0.0001090578,0.0001117675,0.001850022,0.01546598,0.06428499],"study_design_scores_gemma":[0.001683257,0.00006023685,0.6355451,0.002297824,0.0001534252,0.0004485639,0.3474813,0.0001667551,0.00028207,0.002344813,0.008923314,0.0006133522],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932647,0.0006435552,0.0003917789,0.001297106,0.003771228,0.000135485,0.000006042545,0.00001401319,0.0004760752],"genre_scores_gemma":[0.9945229,0.005098016,0.00004261513,0.00009082125,0.0001489299,0.000005285371,0.000001770365,0.000006316873,0.00008333179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3074444,"threshold_uncertainty_score":0.9936031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309842361001806,"score_gpt":0.2421005298516976,"score_spread":0.2090021062416796,"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."}}