{"id":"W2589217598","doi":"10.1002/lary.26497","title":"Customized software to optimize circumferential pharyngoesophageal free flap reconstruction","year":2017,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Reconstructive Surgery and Microvascular Techniques","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Software; Content (measure theory); Free flap; Human–computer interaction; Surgery; Programming language; Computer science","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":[0.001025957,0.0009184259,0.0005335817,0.001213789,0.0002053135,0.00104906,0.001015351,0.0006014251,0.03729223],"category_scores_gemma":[0.002907665,0.0007376574,0.000859832,0.0005017857,0.0001983937,0.0005536782,0.001120456,0.0007493154,0.005981575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002412535,"about_ca_system_score_gemma":0.0005703397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00074748,"about_ca_topic_score_gemma":0.001647326,"domain_scores_codex":[0.9997099,0.00005329487,0.00004266319,0.000053309,0.0001085802,0.00003222531],"domain_scores_gemma":[0.9992958,0.0004642299,0.0000400125,0.00007010074,0.00007410046,0.00005574179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001001041,0.0002431553,0.00620139,0.0008288735,0.0001772254,0.001091092,0.0003756291,0.03504108,0.05219799,0.00366482,0.07194198,0.8272358],"study_design_scores_gemma":[0.001106354,0.00101916,0.02608538,0.0005048531,0.0004134165,0.008916812,0.0002015041,0.6280373,0.1428957,0.010879,0.1794904,0.0004501791],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06008829,0.001193551,0.8537334,0.0005066547,0.0006006291,0.0008453644,0.003844053,0.06235387,0.01683427],"genre_scores_gemma":[0.223228,0.0008959512,0.7254109,0.0003259821,0.0001656825,0.001966993,0.003825838,0.02380539,0.02037512],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03729223,"threshold_uncertainty_score":0.124755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01928650312595885,"score_gpt":0.2917266270785909,"score_spread":0.272440123952632,"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."}}