{"id":"W2801573072","doi":"10.1097/moo.0000000000000462","title":"Improving aesthetic outcomes after head and neck 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":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Centers for Disease Control and Prevention","keywords":"Medicine; Liposuction; Head and neck; Head and neck cancer; Lymphedema; Surgery; Cancer; Breast cancer; Radiation therapy","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":[0.001157112,0.001052525,0.00478014,0.001711713,0.0001423153,0.00005511247,0.000178617,0.001111922,0.0001511271],"category_scores_gemma":[0.0003621027,0.000903989,0.001653029,0.0006282541,0.0007959781,0.0003331595,0.0002232445,0.001578988,0.00009231226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002993323,"about_ca_system_score_gemma":0.0007984358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005682836,"about_ca_topic_score_gemma":0.00001390998,"domain_scores_codex":[0.9944548,0.0007525891,0.002102287,0.001494217,0.0002717501,0.0009243475],"domain_scores_gemma":[0.9971389,0.000538385,0.0008264927,0.001001608,0.0001812048,0.0003134081],"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":[0.00007464446,0.0001548486,0.1927973,0.02138577,0.0001163685,0.0000405851,0.00002127547,3.477512e-9,6.955864e-7,0.00001931102,0.000813505,0.7845756],"study_design_scores_gemma":[0.0005883193,0.0001256198,0.04008117,0.07832195,0.0003990009,0.01121214,0.000007321932,0.000003841161,0.000004428275,0.0000955869,0.868294,0.0008666091],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1125158,0.874998,0.00004188564,0.00006276673,0.01026434,0.001803104,0.00004420806,0.0002177486,0.00005219492],"genre_scores_gemma":[0.0003225097,0.9969275,0.0006337262,0.00006284654,0.0006421747,0.0008726421,0.0003604632,0.0001395257,0.0000386011],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8674805,"threshold_uncertainty_score":0.9993411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06052666482491417,"score_gpt":0.3593547364820617,"score_spread":0.2988280716571475,"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."}}