{"id":"W1973816698","doi":"10.1001/archotol.128.3.313","title":"Predictive Factors for Diagnosis of Advanced-Stage Squamous Cell Carcinoma of the Head and Neck","year":2002,"lang":"en","type":"article","venue":"Archives of Otolaryngology - Head and Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Stage (stratigraphy); Head and neck cancer; Referral; Cancer; Internal medicine; Population; Disease; Oncology; Hypopharyngeal cancer; Head and neck squamous-cell carcinoma; Family 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":[0.0001008637,0.0002313593,0.001067722,0.0001727807,0.0001203157,0.000002043721,0.00008864117,0.00009859188,0.0000266022],"category_scores_gemma":[0.0003167607,0.0001637818,0.000270102,0.0001342631,0.0007742287,0.00007254099,0.0001168608,0.0001698472,2.342099e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008680488,"about_ca_system_score_gemma":0.00005903723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001565631,"about_ca_topic_score_gemma":0.00006657508,"domain_scores_codex":[0.9985535,0.0000909565,0.0005350142,0.0003377794,0.0001390145,0.0003437295],"domain_scores_gemma":[0.9961401,0.003097985,0.0002745637,0.0003055128,0.00005559946,0.0001261928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006046409,0.0003912534,0.9885516,0.001347557,0.00007046418,0.000007804043,0.003306064,0.000002181224,0.002863077,0.00005106295,0.0004057394,0.002398602],"study_design_scores_gemma":[0.001884779,0.001554932,0.9639131,0.0003764179,0.0001080894,0.00001283978,0.0003065698,0.0001271222,0.03042097,0.00007562057,0.001092092,0.0001274258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987797,0.009373188,0.000008349286,0.0004333741,0.0001633234,0.0006636059,0.0002287921,0.00001379076,0.001318554],"genre_scores_gemma":[0.9966954,0.00260562,0.000192405,0.0001280693,0.00003888774,0.00008322007,0.00001123593,0.00002378748,0.0002213896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02755789,"threshold_uncertainty_score":0.6678829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0260298688845841,"score_gpt":0.2614807956499349,"score_spread":0.2354509267653508,"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."}}