{"id":"W4401832912","doi":"10.1016/j.oraloncology.2024.107007","title":"The prognostic value of image-identified extranodal extension in laryngeal and hypopharyngeal carcinoma following definitive (chemo-)radiotherapy","year":2024,"lang":"en","type":"article","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Radiation therapy; Carcinoma; Hypopharyngeal cancer; Radiology; Oncology; Internal medicine","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":[0.0004454823,0.0001369567,0.0005184294,0.00009656066,0.00008628511,0.00001743404,0.00005412102,0.0001019866,0.00001363918],"category_scores_gemma":[0.0001376071,0.00009270124,0.0001036456,0.0001979993,0.0002173763,0.00007468425,0.00004305541,0.0002491167,0.000005176741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552228,"about_ca_system_score_gemma":0.0002836155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002310528,"about_ca_topic_score_gemma":0.0002908766,"domain_scores_codex":[0.9988554,0.0001272238,0.0002982727,0.0002863698,0.0001503256,0.0002824254],"domain_scores_gemma":[0.9990842,0.000644346,0.00003657421,0.0001205833,0.00004673976,0.00006757335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003561126,0.000691262,0.2933704,0.0008940235,0.0007534169,0.009701845,0.009586418,0.000001957281,0.2907978,0.004266402,0.006610193,0.3797651],"study_design_scores_gemma":[0.005414729,0.004197443,0.968193,0.0005610391,0.0003652633,0.0004306015,0.001094657,0.001873338,0.004091074,0.0009766967,0.01255525,0.0002468865],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690553,0.02411431,0.00002600975,0.003539803,0.0006231451,0.0003979958,0.000005596534,0.0000324143,0.002205452],"genre_scores_gemma":[0.9971962,0.001175264,0.0009382418,0.00028609,0.0001154608,0.00004572056,0.000005527876,0.0000219369,0.0002155707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6748226,"threshold_uncertainty_score":0.3780247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771396138607617,"score_gpt":0.3430663085324572,"score_spread":0.315352347146381,"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."}}