{"id":"W4402307955","doi":"10.18280/ts.410431","title":"Identifying Lung Cancer: A Review on Classification and Detection","year":2024,"lang":"en","type":"review","venue":"Traitement du signal","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Cancer; Computer science; Artificial intelligence; Medicine; Oncology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001383465,0.001156875,0.002212355,0.0048715,0.0003228767,0.001229146,0.001807765,0.001224098,0.004341935],"category_scores_gemma":[0.003626746,0.0004519902,0.001783472,0.004080254,0.0005383295,0.001888881,0.0006114612,0.00130765,0.002405369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007856921,"about_ca_system_score_gemma":0.00199425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003052987,"about_ca_topic_score_gemma":0.003456602,"domain_scores_codex":[0.9992637,0.0001422059,0.0001810311,0.0001302501,0.0002438755,0.0000389152],"domain_scores_gemma":[0.9981324,0.001172052,0.000174862,0.00004909417,0.000422213,0.0000493661],"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":[0.00006714962,0.00005541606,0.000459034,0.04305412,0.0002506685,0.000108871,0.00005760375,0.0003970283,0.0006099823,0.001360338,0.02761894,0.9259608],"study_design_scores_gemma":[0.00002323565,0.0001716627,0.002366484,0.02776303,0.0008792957,0.00152797,0.0001035005,0.0003306169,0.0005969146,0.002113308,0.9640691,0.00005490428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001036828,0.9984799,0.000325573,0.0002454643,0.0002156323,0.00001355185,0.00006001054,0.00001285784,0.0005432954],"genre_scores_gemma":[0.0006289778,0.9981484,0.0005107951,0.0001763563,0.0001709166,0.0000126061,0.0001151542,0.000003641258,0.0002330638],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0048715,"threshold_uncertainty_score":0.01452518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09026780920256819,"score_gpt":0.4142923353131341,"score_spread":0.324024526110566,"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."}}