{"id":"W4402105865","doi":"10.1016/j.lungcan.2024.107952","title":"New diagnostic and nonsurgical local treatment modalities for early stage lung cancer","year":2024,"lang":"en","type":"review","venue":"Lung Cancer","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Stage (stratigraphy); Modalities; Treatment modality; Lung cancer; Cancer; Radiology; Lung; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008478743,0.0009446957,0.002603347,0.0001936336,0.0001143174,0.0001393755,0.0001204449,0.0004110955,0.0007352892],"category_scores_gemma":[0.00002558268,0.000606865,0.0008853046,0.0002501426,0.0001094645,0.00007744662,0.00008212955,0.0003161227,0.00001898219],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004876876,"about_ca_system_score_gemma":0.002771614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01075658,"about_ca_topic_score_gemma":0.001374916,"domain_scores_codex":[0.9971488,0.0000542961,0.0006585255,0.00109726,0.0003643901,0.0006767397],"domain_scores_gemma":[0.9979334,0.0007557096,0.0001951424,0.0005001719,0.00007941619,0.0005361586],"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":[0.00009740652,0.0001540129,0.001837718,0.06763902,0.00576089,0.0002851308,0.0004624131,0.00001059004,2.333067e-8,0.0006471477,0.03840472,0.884701],"study_design_scores_gemma":[0.002264618,0.0004404786,0.000141435,0.04943732,0.03255375,0.00003122634,0.00002162731,0.0001940087,0.000002852615,0.00001931282,0.9143531,0.0005402228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001131062,0.9893809,0.0001894094,0.0008937887,0.001584813,0.004979213,0.002343246,0.0001366245,0.0003789263],"genre_scores_gemma":[0.0002098694,0.9497008,0.0001356864,0.0001354202,0.001885786,0.01353676,0.0002196204,0.00021095,0.03396514],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8841607,"threshold_uncertainty_score":0.9996383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03839558299077461,"score_gpt":0.4081703062829091,"score_spread":0.3697747232921345,"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."}}