{"id":"W4320484476","doi":"10.1097/prs.0000000000010289","title":"Making the Case for Virtual Surgical Planning: Bilateral Sequential Fibula Flaps with Immediate Dental Implants for Maxillectomy","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Fibula; Maxilla; Surgical planning; Resection; Head and neck; Dentistry; Orthodontics; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.0009737459,0.0004750869,0.0009311849,0.0005859192,0.0005297115,0.00009613718,0.0001228978,0.0002298115,0.00008434802],"category_scores_gemma":[0.0006443957,0.0003255373,0.0006648967,0.0005417521,0.0006557235,0.0002357641,0.00007771994,0.0003558546,0.00001735991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379459,"about_ca_system_score_gemma":0.0003952292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002255593,"about_ca_topic_score_gemma":0.00001275416,"domain_scores_codex":[0.9972377,0.0001419004,0.0006753465,0.0007475836,0.0002603222,0.0009371449],"domain_scores_gemma":[0.9912737,0.007649984,0.0002926732,0.0003259679,0.0002632346,0.0001944569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"case_report","study_design_scores_codex":[0.034038,0.0003986538,0.639253,0.001592404,0.007839361,0.06378247,0.002223102,0.0002885206,0.009742886,0.002054695,0.02530746,0.2134794],"study_design_scores_gemma":[0.01675668,0.002666862,0.03794683,0.003866216,0.002937119,0.7869281,0.01234363,0.008690025,0.09269251,0.002857936,0.02838525,0.003928809],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882382,0.0001180215,0.006630424,0.00007681525,0.002250922,0.001575587,0.0006277146,0.0003517017,0.0001306765],"genre_scores_gemma":[0.9967344,0.00002307639,0.001345706,0.00005598987,0.0005961309,0.0006403007,0.0003963948,0.00009760777,0.0001103269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7231457,"threshold_uncertainty_score":0.9999197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0481284638170558,"score_gpt":0.3114580266137408,"score_spread":0.263329562796685,"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."}}