{"id":"W4409457183","doi":"10.1016/j.oraloncology.2025.107283","title":"Molecular features of T and N stage progression in laryngeal cancer","year":2025,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Cancer-related molecular mechanisms research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University","funders":"Canadian Institutes of Health Research","keywords":"Stage (stratigraphy); Cancer; Medicine; Laryngeal Neoplasm; Oncology; Internal medicine; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001864839,0.0001023944,0.0001978447,0.00011979,0.00002233177,0.000006289543,0.0001290677,0.0002763959,0.00002145291],"category_scores_gemma":[0.00006098671,0.00009714807,0.00003967854,0.0001789423,0.0001114245,0.000002270152,0.0002140845,0.0001763023,5.073392e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005645273,"about_ca_system_score_gemma":0.0003652528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002385601,"about_ca_topic_score_gemma":0.001034784,"domain_scores_codex":[0.9991011,0.0001275635,0.0001615187,0.0002851837,0.00009989741,0.0002247056],"domain_scores_gemma":[0.9996511,0.00001011331,0.00005498304,0.0001724462,0.00006498055,0.00004641765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003289023,0.00008218784,0.000768471,0.00005324906,0.00004186828,0.00003943808,0.00002100682,0.0001555233,0.9226719,0.001191101,0.0007153195,0.0739311],"study_design_scores_gemma":[0.001383579,0.0006578544,0.003159209,0.00006056194,0.00001621643,0.000006246487,0.00004759258,0.0001175823,0.9425684,0.0001788755,0.05169196,0.0001119],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814034,0.009653853,0.001305718,0.001199088,0.0001540703,0.0004312534,0.00002139727,0.000008114123,0.005823146],"genre_scores_gemma":[0.9969406,0.0008718926,0.0007308683,0.0003244042,0.00002074686,0.00007645164,0.00002604228,0.00001243843,0.0009965887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0738192,"threshold_uncertainty_score":0.3961583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01119444893307695,"score_gpt":0.3798875674668695,"score_spread":0.3686931185337926,"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."}}