{"id":"W4251024189","doi":"10.1177/229255031502300302","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":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Arteriovenous fistula; Surgery; Head and neck; Radiology; Internal jugular vein; Subclavian vein; Fistula","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":[0.000458138,0.00045907,0.0002146985,0.0009627683,0.0006203321,0.0004412845,0.0003201994,0.0004266042,0.005080314],"category_scores_gemma":[0.001452314,0.0001129234,0.0005581566,0.0004601039,0.0005864791,0.0005331727,0.0003732842,0.0007396368,0.0006679323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001978553,"about_ca_system_score_gemma":0.0003791842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001640129,"about_ca_topic_score_gemma":0.0005111163,"domain_scores_codex":[0.9998596,0.00003143147,0.00001683839,0.00001640129,0.00002660793,0.00004918672],"domain_scores_gemma":[0.9990661,0.0004717253,0.0001955884,0.000117578,0.00003601082,0.0001131596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001342332,0.0005293346,0.1761765,0.001965384,0.0003589502,0.1259777,0.0005356514,0.002779002,0.0594935,0.005048573,0.005856221,0.6199369],"study_design_scores_gemma":[0.00006441335,0.001157247,0.03899125,0.0002993332,0.0001390693,0.9213053,0.0002660998,0.0009648286,0.01554171,0.00212661,0.0191132,0.00003088842],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8821707,0.03836909,0.05633888,0.001204669,0.0005250836,0.0001844877,0.0002911664,0.0007124525,0.02020346],"genre_scores_gemma":[0.9851407,0.00417765,0.009109801,0.0001652099,0.0001569835,0.00004017399,0.00009245399,0.00002876979,0.001088256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005080314,"threshold_uncertainty_score":0.01699531,"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."}}