{"id":"W2090039296","doi":"10.1002/hed.20261","title":"A rational approach to pulmonary screening in newly diagnosed head and neck cancer","year":2005,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Radiology; Thorax (insect anatomy); Primary tumor; Lung; Lung cancer; Metastasis; Biopsy; Larynx; Respiratory disease; Head and neck cancer; Nodule (geology); Prospective cohort study; Cancer; Pathology; Internal medicine; Radiation therapy; 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":[0.0001331792,0.0001938463,0.0004344205,0.0001417588,0.0001104412,0.00001933178,0.00005854922,0.00007813243,0.00007477128],"category_scores_gemma":[0.00006240857,0.0001747265,0.00005062703,0.0003212235,0.00004728019,0.0001285094,0.00006426997,0.0002270341,0.00002665128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001049787,"about_ca_system_score_gemma":0.0001406588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194909,"about_ca_topic_score_gemma":0.002154524,"domain_scores_codex":[0.9985892,0.0000286626,0.0002963462,0.0004096638,0.0002717615,0.0004044264],"domain_scores_gemma":[0.9994178,0.00006278171,0.00003360773,0.0001802946,0.00005663579,0.0002488267],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001060093,0.0008497611,0.7270665,0.0002655703,0.00008460278,0.0001455233,0.003909071,0.0007032673,0.001808625,0.000342922,0.0234157,0.2403484],"study_design_scores_gemma":[0.003026593,0.0002182002,0.8906897,0.0005696848,0.00002357414,0.00005594778,0.0002060711,0.003840033,0.0001279813,0.00001485565,0.1010102,0.0002171451],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9661253,0.005319128,0.000149766,0.01256774,0.00007345502,0.0006040797,0.00001475235,0.00005864572,0.01508714],"genre_scores_gemma":[0.979715,0.0005200189,0.01123067,0.006070663,0.000736747,0.0003275617,0.0000229218,0.00003064533,0.001345791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2401313,"threshold_uncertainty_score":0.7125139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449057573446525,"score_gpt":0.3264202986883921,"score_spread":0.2815145413437395,"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."}}