{"id":"W2266130889","doi":"10.4172/plastic-surgery.1000925","title":"Arteriovenous fistulas for microvascular head and neck reconstruction","year":2015,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Arteriovenous fistula; Head and neck; Surgery; Fistula; Hematoma; Radiology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005258026,0.0001873138,0.0005514098,0.0002155145,0.00007051791,0.00002978423,0.0000286549,0.0001244583,0.00002445461],"category_scores_gemma":[0.002460534,0.0001742347,0.0002789801,0.0001286851,0.0001537001,0.0001244631,0.00002065247,0.0001111054,0.00001318795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006812217,"about_ca_system_score_gemma":0.0001969398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002519112,"about_ca_topic_score_gemma":0.000004948465,"domain_scores_codex":[0.9988461,0.00004610651,0.000337207,0.0003452274,0.0001358106,0.0002895111],"domain_scores_gemma":[0.9976584,0.001591643,0.00009434797,0.0002331958,0.0001919784,0.0002304734],"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":[0.001427237,0.0003774348,0.4327095,0.0007479172,0.001017068,0.0001995111,0.0002791218,0.000003762122,0.02812792,0.0001984688,0.01945879,0.5154533],"study_design_scores_gemma":[0.009935737,0.001698698,0.2709511,0.003318249,0.001719651,0.04369729,0.001093691,0.0009490552,0.2247421,0.004069811,0.4353557,0.002468914],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887931,0.001016114,0.007067118,0.00007271965,0.0023316,0.0003165924,0.00001344885,0.000152915,0.0002364096],"genre_scores_gemma":[0.9902275,0.0001927449,0.008827236,0.00009800647,0.0003571706,0.00009750035,0.00006865658,0.00004513221,0.0000860256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5129843,"threshold_uncertainty_score":0.7105083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752975009811345,"score_gpt":0.2596659041827365,"score_spread":0.2221361540846231,"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."}}