{"id":"W4362660626","doi":"10.1016/j.otc.2023.01.003","title":"Non-squamous Laryngeal Cancer","year":2023,"lang":"en","type":"review","venue":"Otolaryngologic Clinics of North America","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Victoria Hospital","funders":"","keywords":"Medicine; Malignancy; Larynx; Squamous carcinoma; Cancer; Presentation (obstetrics); Differential diagnosis; Basal cell; Lesion; Dermatology; Radiology; Pathology; Carcinoma; Internal medicine; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002754416,0.0007116398,0.00623686,0.0003222465,0.0001149702,0.000009470158,0.0004740147,0.0004490635,0.0001692842],"category_scores_gemma":[0.0006070115,0.0005206022,0.00146883,0.001277504,0.0004372593,0.00004105789,0.000369831,0.001128301,0.0004743069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365518,"about_ca_system_score_gemma":0.00126417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003345082,"about_ca_topic_score_gemma":0.0002571669,"domain_scores_codex":[0.9961172,0.0001092345,0.001737284,0.0008741447,0.00047566,0.0006865177],"domain_scores_gemma":[0.9964028,0.0009892416,0.00123148,0.0008626996,0.0002176119,0.0002961885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004676075,0.0002211333,0.007503483,0.02421192,0.0007361997,0.0003134574,0.00005068577,0.000001123403,3.582342e-8,0.000001688257,0.01070859,0.9562049],"study_design_scores_gemma":[0.0005034023,0.0012295,0.005566605,0.008497139,0.0024071,0.00003418978,0.00001507969,0.00001329581,6.695056e-8,0.000004807934,0.9812811,0.0004476949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009655633,0.9935331,0.000004180752,0.0001386701,0.0007938382,0.00162095,0.0005114551,0.0002048795,0.002227352],"genre_scores_gemma":[0.0001172963,0.9955826,0.0002115821,0.0005742733,0.0005718193,0.0006309371,0.0004251256,0.0001379949,0.001748347],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9705725,"threshold_uncertainty_score":0.9997246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102126802389939,"score_gpt":0.4119136074839261,"score_spread":0.3097868050939871,"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."}}