{"id":"W2037259629","doi":"10.1017/s002221511000304x","title":"Transoral laser microsurgery outcomes with early glottic cancer: the Dalhousie University experience","year":2011,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Transoral laser microsurgery; Laryngectomy; Surgery; Microsurgery; Cancer; Stage (stratigraphy); Survival rate; Retrospective cohort study; Cohort; Head and neck cancer; Larynx; Radiation therapy; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003428928,0.0001401804,0.0005924357,0.00007482497,0.0001997552,0.000002193268,0.0002970796,0.00008746397,0.0002197979],"category_scores_gemma":[0.00002733724,0.00006336992,0.0001178086,0.0001544036,0.0009862154,0.00007514942,0.00003980549,0.0004092554,0.000006984027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003718053,"about_ca_system_score_gemma":0.0002001468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006219694,"about_ca_topic_score_gemma":0.0008684103,"domain_scores_codex":[0.9989378,0.0002645899,0.0002583619,0.000106698,0.0001277966,0.0003047312],"domain_scores_gemma":[0.9990446,0.0002754713,0.0002224146,0.0002323399,0.0001434137,0.00008174952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003077367,0.0001114653,0.9729964,0.0000134307,0.0004973683,0.0007966761,0.0199037,0.000001752366,0.001030188,0.00009790985,0.0007944512,0.0006793572],"study_design_scores_gemma":[0.001526872,0.001198715,0.9856477,0.00003324701,0.0004534645,0.002310419,0.002000892,0.000001394479,0.00149229,0.00003126866,0.00522055,0.00008316235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895299,0.0009393433,0.00004478992,0.008039668,0.0003097579,0.0001389533,0.000003605885,0.0000130293,0.0009809205],"genre_scores_gemma":[0.9965051,0.000837526,0.0001098533,0.00196476,0.00006425368,0.000002284218,1.830787e-7,0.00001120396,0.0005048435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0179028,"threshold_uncertainty_score":0.3633752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03487814897090551,"score_gpt":0.2694764916290213,"score_spread":0.2345983426581158,"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."}}