{"id":"W1988362829","doi":"10.1001/archotol.134.7.729","title":"The Implantable Cook-Swartz Doppler Probe for Postoperative Monitoring in Head and Neck Free Flap Reconstruction","year":2008,"lang":"en","type":"article","venue":"Archives of Otolaryngology - Head and Neck Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Head and neck; Medicine; Free flap; Free flap reconstruction; Doppler effect; Surgery; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002182537,0.0001647719,0.0002135073,0.0008395951,0.0001248878,0.0003294566,0.0003262351,0.0002664299,0.0006036881],"category_scores_gemma":[0.01105785,0.0001390751,0.0001785498,0.0006760116,0.0002486944,0.0004801233,0.0001776088,0.000222737,0.00009244555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803192,"about_ca_system_score_gemma":0.0004333282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005204749,"about_ca_topic_score_gemma":0.001223594,"domain_scores_codex":[0.998798,0.0005731233,0.0001453167,0.0000940197,0.0003346174,0.00005498097],"domain_scores_gemma":[0.9910768,0.005008068,0.002804516,0.0002306783,0.0007340237,0.0001458334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002431179,0.00004360173,0.9505784,0.000202222,0.00003531185,0.0005108833,0.00009616265,0.00009227618,0.001673466,0.0000142185,0.0002595292,0.04625084],"study_design_scores_gemma":[0.00003991813,0.001029058,0.9803453,0.0002524661,0.0001485131,0.01112636,0.0003701377,0.001047825,0.004141075,0.00002818342,0.001457971,0.00001315018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906754,0.006904584,0.001486685,0.0001325377,0.00003081521,0.00004750017,0.0001320053,0.00001588135,0.0005744946],"genre_scores_gemma":[0.9969289,0.00132834,0.001522894,0.00004558561,0.00003133336,0.00002152833,0.00006000069,0.000001729836,0.00005967917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002182537,"threshold_uncertainty_score":0.01154256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312631434588014,"score_gpt":0.266340998699678,"score_spread":0.2432146843537978,"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."}}