{"id":"W4388128719","doi":"10.3390/diagnostics13213359","title":"Lung Cancer Staging: Imaging and Potential Pitfalls","year":2023,"lang":"en","type":"review","venue":"Diagnostics","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Lung cancer; Cancer staging; Radiology; Stage (stratigraphy); Lung cancer staging; Cancer; Metastasis; Lung; Oncology; Internal medicine; Mediastinoscopy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001116213,0.000477292,0.001518758,0.0002076026,0.00009333743,0.00008459704,0.0001034584,0.0001587914,0.00009220707],"category_scores_gemma":[0.0001992637,0.0003710407,0.0003233133,0.0002629406,0.00007232103,0.00004280084,0.0001555192,0.0003433214,0.00007414583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005099202,"about_ca_system_score_gemma":0.0004940869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001928948,"about_ca_topic_score_gemma":0.00001374002,"domain_scores_codex":[0.9981549,0.00004364141,0.0004743219,0.0005791036,0.000318821,0.0004291824],"domain_scores_gemma":[0.9984492,0.0005957198,0.000210969,0.0003979409,0.00008823854,0.0002579007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004352401,0.0001544738,0.00824942,0.04388832,0.001214209,0.001659656,0.00006619559,0.000001712855,3.142501e-8,0.0001401724,0.06222192,0.8823996],"study_design_scores_gemma":[0.000662607,0.00004045499,0.0008746971,0.05303188,0.01127547,0.0000658897,0.00001571107,0.00006167478,6.63256e-7,0.00001972054,0.9335665,0.0003847346],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002717041,0.9963081,0.00001727448,0.0005475968,0.001058863,0.00130082,0.0003668421,0.0001550361,0.0002182645],"genre_scores_gemma":[0.00004100794,0.9969186,0.00008610361,0.0002593923,0.000916755,0.0006971423,0.000329954,0.0001619348,0.0005891019],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8820148,"threshold_uncertainty_score":0.9998742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0331779416166068,"score_gpt":0.3854475603438076,"score_spread":0.3522696187272008,"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."}}