{"id":"W2883852054","doi":"10.1097/moo.0000000000000472","title":"Advances in computer-aided design for bony free-flap reconstruction","year":2018,"lang":"en","type":"review","venue":"Current Opinion in Otolaryngology & Head & Neck Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Computer-aided; Free flap reconstruction; Medical physics; Free flap; Surgery; Computer science","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":[0.002341684,0.0009347495,0.005005116,0.00226686,0.0001185264,0.00003224529,0.0003515255,0.001084154,0.00006983612],"category_scores_gemma":[0.000732772,0.0008784087,0.001732287,0.0009860387,0.0005433016,0.0004713839,0.0001616867,0.001244891,0.00003471655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004577969,"about_ca_system_score_gemma":0.001157723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001487667,"about_ca_topic_score_gemma":0.00001195877,"domain_scores_codex":[0.9935324,0.001218428,0.00254804,0.001492072,0.0002392623,0.0009697986],"domain_scores_gemma":[0.9949235,0.002546256,0.001005702,0.001074252,0.0002435632,0.0002067699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001922191,0.0002850577,0.007743323,0.03365316,0.0001060702,0.00001974373,0.00001789649,5.694154e-7,0.000001325638,0.0000710243,0.007454059,0.9504555],"study_design_scores_gemma":[0.0008779906,0.0002324959,0.0008655055,0.09869701,0.0001767684,0.002243078,0.000004193163,0.00005896777,0.00002214912,0.0007789678,0.8953308,0.0007120525],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009690175,0.9635675,0.01191779,0.00003758855,0.01866138,0.004509993,0.00007912061,0.0002113225,0.0000462798],"genre_scores_gemma":[0.00001290311,0.9864094,0.008932357,0.00003052265,0.001776106,0.001860857,0.0008486829,0.0001205945,0.000008551744],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9497435,"threshold_uncertainty_score":0.9993666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095686036478868,"score_gpt":0.3890326626971373,"score_spread":0.2794640590492505,"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."}}