{"id":"W146744671","doi":"10.69645/nwxf5510","title":"Early detection of lung cancer","year":2009,"lang":"en","type":"article","venue":"˜The œbiomedical & life sciences collection.","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Lung cancer; Medicine; Lung; Cancer; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008631279,0.0002934246,0.0005754042,0.002165862,0.000357229,0.001023411,0.0005773123,0.000783135,0.004297751],"category_scores_gemma":[0.002946682,0.000267615,0.000385403,0.0007971157,0.0001534526,0.0005292728,0.0005163904,0.001021556,0.001269053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008206564,"about_ca_system_score_gemma":0.001155909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006853268,"about_ca_topic_score_gemma":0.01400032,"domain_scores_codex":[0.9990894,0.0001796187,0.00006726304,0.0001466356,0.0003490032,0.0001680769],"domain_scores_gemma":[0.9982404,0.0003736104,0.0002400702,0.0001096756,0.0006695623,0.0003666716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007151976,0.0004060266,0.6820961,0.0004141137,0.00007200152,0.0005677044,0.0001232613,0.0002393682,0.008889852,0.000759032,0.03817422,0.2675432],"study_design_scores_gemma":[0.00007128732,0.0006054143,0.9514206,0.0003017642,0.0001233192,0.002500656,0.0003061181,0.0009673131,0.006710567,0.0008589947,0.03609938,0.00003458438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8491125,0.04845114,0.009887361,0.01898037,0.002550125,0.000632935,0.01472811,0.0006748072,0.05498274],"genre_scores_gemma":[0.9557884,0.01142198,0.005599185,0.00287024,0.001000592,0.0001694603,0.007874842,0.00004599136,0.01522915],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006853268,"threshold_uncertainty_score":0.01437747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01357753980877884,"score_gpt":0.3363502361366333,"score_spread":0.3227726963278545,"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."}}