{"id":"W3137661095","doi":"10.1186/s40463-021-00492-3","title":"Prospective cohort study of voice outcomes following secondary tracheoesophageal puncture in gastric pull-up reconstruction after total laryngopharyngoesophagectomy","year":2021,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Interquartile range; Prospective cohort study; Surgery; Otorhinolaryngology; Cohort; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001004615,0.0003124793,0.0005287918,0.0006746706,0.0006251998,0.0007591796,0.0003822054,0.000495767,0.001361902],"category_scores_gemma":[0.002103495,0.0003229272,0.0007740131,0.000696516,0.0003158769,0.0006175543,0.0007086448,0.0006895892,0.0002940494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002988313,"about_ca_system_score_gemma":0.0004408888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001571461,"about_ca_topic_score_gemma":0.002190524,"domain_scores_codex":[0.9992715,0.0001223651,0.00009561866,0.0002149234,0.0001502823,0.0001452753],"domain_scores_gemma":[0.998448,0.0002211282,0.0006249727,0.0001758281,0.0002146599,0.0003153608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001976268,0.00005240636,0.9987924,0.000006511371,0.00003632711,0.0001544583,0.00007193934,0.000009439592,0.0001872009,0.000006798863,0.00003160456,0.0004533429],"study_design_scores_gemma":[0.00001384105,0.0005192534,0.9982328,0.000006108755,0.00003963968,0.0005789149,0.0003511133,0.00008170727,0.0000621646,0.000009753183,0.00009918613,0.00000528203],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996701,0.00005436827,0.00004983307,0.000005281167,0.000003781926,0.00001751158,0.0001199165,9.166534e-7,0.00007831607],"genre_scores_gemma":[0.9995431,0.00003922356,0.0000553486,0.00001120215,0.000006374331,0.00002565927,0.0002568663,0.000001389241,0.00006104515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001571461,"threshold_uncertainty_score":0.005313039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01021355647945014,"score_gpt":0.262356585217515,"score_spread":0.2521430287380649,"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."}}