{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004456168,0.0004745129,0.000312034,0.001345596,0.0002653014,0.001219202,0.0008054905,0.0009846302,0.0006393096],"category_scores_gemma":[0.01378959,0.000282161,0.0002101528,0.0008443012,0.002196241,0.001570657,0.0004035567,0.0006780822,0.0001534819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006018299,"about_ca_system_score_gemma":0.0005725299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007606427,"about_ca_topic_score_gemma":0.001747877,"domain_scores_codex":[0.9979328,0.001063548,0.000199423,0.000149692,0.0005098888,0.0001447654],"domain_scores_gemma":[0.9911786,0.005957121,0.001890383,0.0002762842,0.0003892176,0.0003084302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000429327,0.00009142543,0.8693919,0.0003122287,0.00002580226,0.01322436,0.0005288692,0.0005642098,0.004445315,0.0002576591,0.0003225608,0.1104063],"study_design_scores_gemma":[0.0000965405,0.003544929,0.6711457,0.0008423332,0.000162837,0.2982849,0.004033438,0.005553367,0.01175277,0.001162175,0.003313452,0.000107412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761769,0.0167847,0.004197977,0.0009806635,0.0000700903,0.00003697355,0.00002579179,0.00002213973,0.001704779],"genre_scores_gemma":[0.9944071,0.003304478,0.001842744,0.0001335057,0.0001669569,0.0000104027,0.00001185692,0.000004202346,0.0001188608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004456168,"threshold_uncertainty_score":0.02356672,"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."}}