{"id":"W2998282149","doi":"10.1002/9780471420194.tnmc20.pub3","title":"Lung, Pleural, and Thymic Tumours","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Lung; Medicine; Pathology; General surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002618264,0.0002265206,0.0004293856,0.0000909016,0.00003668211,0.00001809398,0.00007676174,0.0001506796,0.004611113],"category_scores_gemma":[0.00003776297,0.0001635517,0.00007119384,0.0000195835,0.00007362608,0.00001310258,0.00004464378,0.0001448376,0.00008207458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009691466,"about_ca_system_score_gemma":0.000140025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004344372,"about_ca_topic_score_gemma":0.0007114534,"domain_scores_codex":[0.9992604,0.000008171319,0.00009336249,0.0002967545,0.000145695,0.0001956711],"domain_scores_gemma":[0.9991299,0.00001655114,0.0001356666,0.0005074708,0.00001621233,0.0001941863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000162767,0.0001900264,0.008173944,0.0002249341,0.0001901879,0.0001333692,0.00001403639,1.210374e-8,0.000002739287,0.00001734009,0.9851096,0.005927589],"study_design_scores_gemma":[0.001433471,0.0001497797,0.0121413,0.001824613,0.0004902835,0.00004311146,0.000004888162,0.00001168927,0.00001151565,0.000008303843,0.9837269,0.0001541806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003568755,0.04912318,0.000002525032,0.008728267,0.0008263314,0.001195441,0.004934873,0.0003680541,0.9312526],"genre_scores_gemma":[0.002046937,0.01048755,0.0004825226,0.0006947984,0.001335155,0.00003736425,0.0016883,0.0002891762,0.9829382],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05168563,"threshold_uncertainty_score":0.9962988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866941593203605,"score_gpt":0.3361737697354284,"score_spread":0.3175043538033924,"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."}}