{"id":"W3095637311","doi":"10.1002/lary.29247","title":"Implantable Doppler Ultrasound Monitoring in Head and Neck Free Flaps: Balancing the Pros and Cons","year":2020,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Surgery; Head and neck; Gold standard (test); cons; Prospective cohort study; Free flap; Ultrasound; Predictive value; Doppler ultrasound; Radiology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003229779,0.0001259911,0.0002598981,0.00002552568,0.0001335465,0.00004457746,0.00009750837,0.00005228811,0.00001948316],"category_scores_gemma":[0.0001151721,0.0000712161,0.00003550245,0.0001397342,0.0001655503,0.0001000485,0.00009759595,0.0002950095,0.000003977949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001570285,"about_ca_system_score_gemma":0.00003654161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385692,"about_ca_topic_score_gemma":0.00002456263,"domain_scores_codex":[0.9992503,0.00007190368,0.0001648209,0.000204571,0.00009361666,0.0002147966],"domain_scores_gemma":[0.9994308,0.0001931719,0.00003914791,0.0002414452,0.00002157637,0.00007379825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001794546,0.00002494515,0.7642252,0.0001590166,0.000111647,0.00003899276,0.002468845,6.769804e-7,0.2234366,0.0002061518,0.004401951,0.004746442],"study_design_scores_gemma":[0.003443604,0.0003628936,0.5523839,0.001020291,0.0002173679,0.003840927,0.002417753,0.00007615471,0.3966084,0.001226824,0.03795537,0.0004465022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922078,0.00262496,0.00004336733,0.00262852,0.00006538288,0.0005689369,0.00001122422,0.00006168018,0.001788127],"genre_scores_gemma":[0.9972692,0.0009089028,0.0007746699,0.0007602655,0.0001809002,0.00002271205,0.000003850882,0.00001652753,0.00006303644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2118414,"threshold_uncertainty_score":0.2904108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01846877841312363,"score_gpt":0.2586299199538593,"score_spread":0.2401611415407357,"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."}}