{"id":"W3046507703","doi":"10.1002/hed.26404","title":"Clinical evaluation of an automated virtual surgical planning platform for mandibular reconstruction","year":2020,"lang":"en","type":"article","venue":"Head & Neck","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stornoway Diamond (Canada); University of British Columbia","funders":"Vancouver Coastal Health Research Institute; Canadian Medical Association; Michael Smith Health Research BC","keywords":"Computer science; Surgical planning; Medicine; Orthodontics; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001357305,0.0001237916,0.000470213,0.00007272499,0.00005992394,0.000009136305,0.00004968544,0.0001953503,0.0001132502],"category_scores_gemma":[0.0003155372,0.0001123352,0.0002420785,0.0001295822,0.0001192743,0.0001845373,0.00001555889,0.000178657,0.000005680291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004021162,"about_ca_system_score_gemma":0.0001691884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006692047,"about_ca_topic_score_gemma":0.000001111607,"domain_scores_codex":[0.9985411,0.0001228709,0.0005869336,0.0003094572,0.0002710145,0.0001686905],"domain_scores_gemma":[0.9990786,0.0001134592,0.0001635368,0.0001822601,0.0002996962,0.0001624554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003237725,0.0002735208,0.06206271,0.000231488,0.0003678442,0.0000528232,0.0003696283,0.00007648581,0.01302226,0.0005530682,0.001207181,0.9185452],"study_design_scores_gemma":[0.02751096,0.0110479,0.1279662,0.001674495,0.001899814,0.004114596,0.001317529,0.591673,0.1924695,0.001822431,0.03751674,0.0009869337],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964874,0.0001511934,0.001180983,0.00009953313,0.000220967,0.0008041316,0.00001554928,0.0003475808,0.0006926434],"genre_scores_gemma":[0.9898583,0.0000222336,0.009501928,0.0001134921,0.0002853139,0.0000372418,0.0001518826,0.0000202165,0.000009433867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9175583,"threshold_uncertainty_score":0.4580896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161396806200732,"score_gpt":0.4259955622257591,"score_spread":0.3098558816056859,"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."}}