{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009176483,0.0002724446,0.0002807817,0.001128614,0.0004706974,0.0007465201,0.0004483162,0.0006987446,0.001517476],"category_scores_gemma":[0.004730135,0.0001447639,0.0002112352,0.0003904628,0.0004679675,0.0004162385,0.0004629008,0.0006653807,0.0004093534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005673403,"about_ca_system_score_gemma":0.001448115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869046,"about_ca_topic_score_gemma":0.004450608,"domain_scores_codex":[0.9994874,0.0002178944,0.00004902167,0.00006610228,0.0001123789,0.00006729831],"domain_scores_gemma":[0.9991936,0.0002752848,0.0001896411,0.00003645448,0.0001601295,0.0001449861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002234527,0.0002964601,0.9397144,0.00006710751,0.00001994743,0.001044028,0.0001333297,0.0004496425,0.001734979,0.0002745379,0.001860616,0.05418142],"study_design_scores_gemma":[0.0002076813,0.001348848,0.9648414,0.0003210961,0.0001335591,0.01256779,0.001050446,0.005876638,0.002638641,0.001583999,0.009390509,0.00003932188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9556379,0.007599517,0.006535175,0.01376807,0.000286651,0.000379915,0.0002115975,0.0002043098,0.01537694],"genre_scores_gemma":[0.9917891,0.001662388,0.004324912,0.001170688,0.0002861239,0.00009891856,0.0001360593,0.000009959057,0.0005218518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002869046,"threshold_uncertainty_score":0.005704761,"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."}}