{"id":"W4362659004","doi":"10.1016/j.otc.2023.02.001","title":"Larynx Cancer","year":2023,"lang":"en","type":"editorial","venue":"Otolaryngologic Clinics of North America","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Larynx; Cancer; General surgery; 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":[0.0003015734,0.0005122341,0.002413578,0.000215045,0.0001066863,0.0000100169,0.0004140481,0.0007499053,0.0002162202],"category_scores_gemma":[0.005074568,0.0004197609,0.0005846128,0.0007275785,0.000471646,0.00004192219,0.0003284529,0.001591433,0.0002800163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001175182,"about_ca_system_score_gemma":0.001322367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008089078,"about_ca_topic_score_gemma":0.0006844373,"domain_scores_codex":[0.9964311,0.00008708965,0.00107428,0.0008104953,0.0009673024,0.0006296944],"domain_scores_gemma":[0.9946865,0.002732524,0.0008493884,0.0008328753,0.0006460565,0.0002525832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002968793,0.0001852304,0.03211374,0.0006497014,0.0005141621,0.0001991693,0.00007054646,0.000005132863,0.00000170873,6.653416e-7,0.9340712,0.03189181],"study_design_scores_gemma":[0.0009643341,0.001559466,0.03043892,0.0005344889,0.000512311,0.000001367151,0.00002254881,0.00002319482,0.000001618123,0.00001248975,0.9655718,0.0003574453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01581526,0.006129202,0.000006228947,0.0008415375,0.9715202,0.0006831812,0.001832427,0.0003357614,0.002836161],"genre_scores_gemma":[0.001512721,0.1375246,0.0005325485,0.0009928794,0.8486513,0.0004418227,0.002206252,0.0002146452,0.007923264],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1313954,"threshold_uncertainty_score":0.9998254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238181701138499,"score_gpt":0.3595504482026293,"score_spread":0.3271686311912443,"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."}}