{"id":"W2317319209","doi":"10.1097/prs.0000000000002038","title":"Validated Assessment Tools and Maintenance of Certification in Plastic Surgery: Current Status, Challenges, and Future Possibilities","year":2016,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Innovations in Medical Education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"NSCAD University; Dalhousie University","funders":"","keywords":"Maintenance of Certification; Certification; Accreditation; Board certification; Medical education; Work (physics); Medicine; Function (biology); Engineering management; Nursing; Engineering; Political science; Continuing medical education; Mechanical engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0008008105,0.0001897589,0.0005516913,0.0005411732,0.00003953118,0.00001449565,0.0000329156,0.0001115263,0.00009084702],"category_scores_gemma":[0.00853629,0.0001376499,0.00004666474,0.0003050804,0.0004923279,0.0002646658,0.00002828099,0.0002166935,0.000002335423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002433075,"about_ca_system_score_gemma":0.0005698814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001112711,"about_ca_topic_score_gemma":0.00000912631,"domain_scores_codex":[0.9980966,0.0001340849,0.0007396565,0.0004211307,0.0002815478,0.0003269392],"domain_scores_gemma":[0.990972,0.008032085,0.0003131688,0.0002271012,0.0003543436,0.0001012918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001393127,0.0001161714,0.3029103,0.0004240778,0.00003939696,0.000003254503,0.0003286007,1.120478e-7,0.0006389794,0.001976002,0.0002942613,0.6931295],"study_design_scores_gemma":[0.0004812875,0.00004033521,0.9929677,0.001531585,0.00004136698,0.00006452631,0.001958777,0.00007311946,0.0003406607,0.0009893392,0.001345244,0.0001660696],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933974,0.002004364,0.0005492788,0.0009378872,0.002638698,0.0002533194,0.00008522119,0.00002726074,0.0001065991],"genre_scores_gemma":[0.9906629,0.008228306,0.0007204336,0.00001415446,0.0002096818,0.00006481085,0.00007098555,0.0000175834,0.00001118686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6929634,"threshold_uncertainty_score":0.9998152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04814098752513683,"score_gpt":0.3053307329063519,"score_spread":0.2571897453812151,"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."}}