{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001621852,0.0001279729,0.0001670663,0.000670448,0.0002032635,0.0003815881,0.000111224,0.0001862165,0.001294033],"category_scores_gemma":[0.000248196,0.00007437437,0.0002884144,0.0005095959,0.000122487,0.0001555546,0.0001912729,0.0001604922,0.000259694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690032,"about_ca_system_score_gemma":0.0001887454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891338,"about_ca_topic_score_gemma":0.003309705,"domain_scores_codex":[0.9999292,0.000007476152,0.000005753112,0.00002455583,0.00001452835,0.00001854586],"domain_scores_gemma":[0.9998821,0.00002106376,0.00004077456,0.000008440484,0.00002448344,0.00002323661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001902064,0.00005809728,0.7215804,0.0003148783,0.0001495787,0.000818944,0.0002700331,0.0005219272,0.2420319,0.0002253048,0.001547128,0.03057974],"study_design_scores_gemma":[0.00001049997,0.0001652548,0.989393,0.00001165022,0.00006234859,0.0009404477,0.0001404448,0.0004162827,0.006847605,0.0001186318,0.001887004,0.000006874713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943339,0.001428948,0.0004282788,0.00004407778,0.00000996277,0.00002273062,0.002529922,0.0000356045,0.001166638],"genre_scores_gemma":[0.9947658,0.0005358255,0.0005617066,0.00003638627,0.00001019045,0.00003358693,0.00340086,0.00001018422,0.0006455256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001891338,"threshold_uncertainty_score":0.004329026,"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."}}