{"id":"W4408186699","doi":"10.1001/jamaoto.2024.3738","title":"Lung Cancer Surveillance for Patients With Head and Neck Cancer","year":2025,"lang":"en","type":"article","venue":"JAMA Otolaryngology–Head & Neck Surgery","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McGill University Health Centre; University of British Columbia; McGill University","funders":"","keywords":"Cancer; Head and neck cancer; Medicine; Lung cancer; Head and neck; Oncology; Internal medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001737836,0.0002890338,0.0005940588,0.0002219429,0.0004575093,0.0003902131,0.0004030681,0.000754685,0.002100955],"category_scores_gemma":[0.003288349,0.0001593744,0.0008620535,0.0003151138,0.0003712584,0.0003995523,0.0003632469,0.000650209,0.0001567466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008589743,"about_ca_system_score_gemma":0.003203549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006643331,"about_ca_topic_score_gemma":0.01766094,"domain_scores_codex":[0.9989724,0.0005259158,0.00009829295,0.0001500817,0.0001471221,0.0001062389],"domain_scores_gemma":[0.9988275,0.0003147967,0.0003719853,0.0000474635,0.00009051466,0.0003477739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1600614,0.008505963,0.4718839,0.005541157,0.002060403,0.0002812842,0.0003836767,0.001335008,0.005170017,0.0003968583,0.007678062,0.3367022],"study_design_scores_gemma":[0.09443592,0.1195456,0.7647814,0.001592728,0.00261883,0.0006271761,0.0004141333,0.001817852,0.001834122,0.0006045687,0.01167339,0.00005443641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9747099,0.01616909,0.0004715652,0.001696999,0.0003524821,0.002768764,0.0008174207,0.00002673454,0.00298702],"genre_scores_gemma":[0.9925713,0.003203778,0.0007330925,0.0009273718,0.0002957539,0.001288173,0.0006133784,0.000001588358,0.0003655094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006643331,"threshold_uncertainty_score":0.01320934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01416176823050059,"score_gpt":0.2993819000656612,"score_spread":0.2852201318351607,"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."}}