{"id":"W4239193490","doi":"10.1016/j.cps.2009.02.012","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Clinics in Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Facial reconstruction; Face (sociological concept); Aesthetics; Globe; Perspective (graphical); Surgery; Visual arts; Art; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008049291,0.0001298239,0.0004749139,0.0002642514,0.00002391556,0.000009553076,0.00004698013,0.0001460986,0.000104673],"category_scores_gemma":[0.003350138,0.0001196462,0.0002460331,0.0002670473,0.00007167182,0.00007115333,0.00001279233,0.0002920515,0.00004930163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004392628,"about_ca_system_score_gemma":0.0001619065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001559262,"about_ca_topic_score_gemma":8.991159e-7,"domain_scores_codex":[0.9987911,0.00005799952,0.0004988973,0.0002686921,0.0001318731,0.000251462],"domain_scores_gemma":[0.9960428,0.003443101,0.00008433894,0.0002825783,0.00005571147,0.00009147109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003014715,0.0004026402,0.7195773,0.00004969726,0.00004827406,0.0004003132,0.0000391545,0.000004399293,0.001418508,0.0005544968,0.006356342,0.2708474],"study_design_scores_gemma":[0.0005869405,0.0001536084,0.9655538,0.0006380636,0.00005846379,0.0003653359,0.00004878812,0.0001426392,0.007256694,0.002981783,0.02189418,0.0003197369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941572,0.0003814418,0.000707182,0.0001091532,0.001132649,0.0001417049,0.000002480215,0.0001347913,0.003233386],"genre_scores_gemma":[0.9980156,0.0004158606,0.0008296039,0.000421276,0.0001148965,0.00000715395,0.00001430733,0.00001195644,0.0001693379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2705277,"threshold_uncertainty_score":0.4879032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079791901443359,"score_gpt":0.3148275025203192,"score_spread":0.2840295835058856,"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."}}