{"id":"W4294935455","doi":"10.1016/j.jtho.2022.07.1056","title":"EP16.02-025 SerumTumor Markers as a Surrogate forRadiographicAssessment of Non-Small Cell Lung Cancer","year":2022,"lang":"en","type":"article","venue":"Journal of Thoracic Oncology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Lung cancer; Surrogate endpoint; Oncology; Pathology; 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":[0.0014026,0.0005781212,0.0004377855,0.0009380025,0.0002370024,0.001349068,0.0004291733,0.0006769107,0.003823563],"category_scores_gemma":[0.003449105,0.0002377361,0.0003460538,0.0006983079,0.0002546,0.0005377421,0.0004959194,0.0007573084,0.001339869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005149461,"about_ca_system_score_gemma":0.0005070451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006227775,"about_ca_topic_score_gemma":0.001002989,"domain_scores_codex":[0.9992841,0.0002595631,0.00006777116,0.0001168996,0.0001781941,0.00009343103],"domain_scores_gemma":[0.9982429,0.000512406,0.000633986,0.0001279182,0.000212524,0.0002702552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005002162,0.0003937583,0.9415522,0.0001368797,0.0003358121,0.000516999,0.00005251122,0.0006504148,0.01410309,0.0004739001,0.001650463,0.03513172],"study_design_scores_gemma":[0.000251499,0.002617505,0.961301,0.00007866159,0.0002297101,0.003961921,0.0001174941,0.004413196,0.01781137,0.0005559787,0.0086244,0.00003727729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831921,0.003975261,0.001191922,0.0003234991,0.000158428,0.0001022992,0.002285884,0.0001094527,0.008661001],"genre_scores_gemma":[0.9906451,0.0005381963,0.001448116,0.0001850329,0.00007500814,0.00006812246,0.002901958,0.00001475688,0.004123745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003823563,"threshold_uncertainty_score":0.01279104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488357446933545,"score_gpt":0.3994226791723448,"score_spread":0.3845391047030093,"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."}}