{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006296444,0.0002700658,0.0005822277,0.0001296313,0.0008123944,0.0001688151,0.000678568,0.0001551107,0.0009786292],"category_scores_gemma":[0.0007052906,0.0001920554,0.0003496066,0.00009763746,0.0003440125,0.0003444123,0.0003514232,0.0003923991,0.0002380277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000074562,"about_ca_system_score_gemma":0.0001264101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001597925,"about_ca_topic_score_gemma":0.00001897524,"domain_scores_codex":[0.998413,0.0001300894,0.0003495994,0.000444578,0.0002601325,0.0004026139],"domain_scores_gemma":[0.9974187,0.00007880136,0.000207675,0.001921502,0.0001641562,0.0002091482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003183945,0.0002483601,0.02288914,0.0001649258,0.001122187,0.0002441498,0.0004980941,0.000005432042,0.1250848,0.0006531799,0.04075148,0.8051543],"study_design_scores_gemma":[0.0163005,0.0006548957,0.1445232,0.001202399,0.001308929,0.004610206,0.0002230375,0.0001164383,0.7816244,0.00601325,0.04203976,0.001382886],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675646,0.0003963934,0.01082743,0.002680337,0.001689538,0.001561796,0.00004972035,0.0004739746,0.01475624],"genre_scores_gemma":[0.9562398,0.0002211796,0.0378479,0.001270382,0.0009821779,0.0001738415,0.00003528344,0.00008460703,0.003144869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8037715,"threshold_uncertainty_score":0.9999346,"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."}}