{"id":"W4390508004","doi":"10.14639/0392-100x-n2739","title":"Thyroid cartilage infiltration in advanced laryngeal cancer: prognostic implications and predictive modelling","year":2024,"lang":"en","type":"article","venue":"Acta Otorhinolaryngologica Italica","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"","keywords":"Medicine; Thyroid cartilage; Otorhinolaryngology; Infiltration (HVAC); Larynx; Perineural invasion; Vascular invasion; Laryngectomy; Thyroid cancer; Cricoid cartilage; Radiology; Thyroid; Internal medicine; Cancer; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001443993,0.0002304886,0.0003998367,0.0001642911,0.0001336818,0.00005361552,0.00008840904,0.0001497917,0.00002955165],"category_scores_gemma":[0.00009096165,0.0001848178,0.00007070095,0.0004127352,0.0001150459,0.0003387295,0.00007297423,0.0003559069,0.000007828727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597534,"about_ca_system_score_gemma":0.0001489179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008264515,"about_ca_topic_score_gemma":0.000077989,"domain_scores_codex":[0.998508,0.00004531467,0.0003348325,0.0005679389,0.0001699266,0.0003740061],"domain_scores_gemma":[0.9993164,0.0001919002,0.00004671332,0.0002301517,0.00007399553,0.0001408682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009031888,0.0007131969,0.5747206,0.001302653,0.0004190375,0.0003804821,0.009374192,0.0009490667,0.3856664,0.005328201,0.005711583,0.01453139],"study_design_scores_gemma":[0.001986189,0.002899666,0.9294747,0.001436623,0.0004318577,0.0002516011,0.0006434157,0.03418534,0.004995848,0.001590712,0.0213017,0.0008024123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765183,0.0128854,0.0002511512,0.004532092,0.0001324207,0.001083825,0.0001077414,0.0002742819,0.004214833],"genre_scores_gemma":[0.9943504,0.003676389,0.0004258214,0.0003583628,0.0001448218,0.0008065528,0.00006844233,0.00002777394,0.0001414246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3806705,"threshold_uncertainty_score":0.753665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02654850224826845,"score_gpt":0.2961178762751279,"score_spread":0.2695693740268594,"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."}}