{"id":"W2803577214","doi":"10.1111/coa.13138","title":"Primary versus secondary tracheoesophageal puncture for voice rehabilitation in laryngectomy patients: A systematic review","year":2018,"lang":"en","type":"review","venue":"Clinical Otolaryngology","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Laryngectomy; Rehabilitation; Surgery; Audiology; Larynx; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003422799,0.0007667959,0.009005242,0.0003508033,0.00006622883,0.00001572642,0.0004945767,0.001746523,0.000131736],"category_scores_gemma":[0.02005371,0.000548563,0.002534456,0.0005853335,0.0003712942,0.0001582619,0.0001268624,0.00176605,0.0003934469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003309475,"about_ca_system_score_gemma":0.001081162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005004646,"about_ca_topic_score_gemma":0.00004303345,"domain_scores_codex":[0.9915798,0.001871026,0.004342234,0.001235973,0.0003433407,0.0006275947],"domain_scores_gemma":[0.9865069,0.01013074,0.001401139,0.001266962,0.0004118528,0.0002824255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000330946,0.0008522473,0.0003456453,0.9417666,0.0005386471,0.00004376186,0.00002985123,4.14793e-9,7.206587e-9,0.0000193845,0.01255362,0.04351927],"study_design_scores_gemma":[0.005940909,0.004474766,0.001101518,0.3912568,0.0092323,0.00004029455,0.00001152032,0.000001960896,1.104765e-8,0.00005303904,0.5874583,0.0004285826],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001714051,0.9800386,0.0000150711,0.0004941422,0.001440738,0.01685319,0.0001247665,0.00008597522,0.0007761107],"genre_scores_gemma":[0.000005457768,0.9875935,0.001255018,0.004588785,0.0005117002,0.002879416,0.002775333,0.0001282044,0.000262564],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5749046,"threshold_uncertainty_score":0.9996966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05445477210370966,"score_gpt":0.4136676047568891,"score_spread":0.3592128326531794,"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."}}