{"id":"W4414795299","doi":"10.3390/curroncol32100554","title":"Small Cell Transformation of EGFR-Mutant NSCLC Treated with Tyrosine Kinase Inhibition","year":2025,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute","keywords":"Tyrosine kinase; Germline; Somatic cell; Mutation; Germline mutation; Transformation (genetics); Kinase; Tyrosine-kinase inhibitor; Cell","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":[0.0002263875,0.0001009113,0.0002632737,0.0002249324,0.0002769663,0.0004284095,0.0001568586,0.0002119631,0.001008917],"category_scores_gemma":[0.0007062182,0.00006277146,0.0002405674,0.0003154619,0.0001851841,0.0001908781,0.0002512423,0.0003530289,0.0002061043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004804696,"about_ca_system_score_gemma":0.000423431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696646,"about_ca_topic_score_gemma":0.002127965,"domain_scores_codex":[0.9998306,0.00001824574,0.0000219748,0.00003934816,0.0000517241,0.00003813914],"domain_scores_gemma":[0.999548,0.00007543573,0.0001761945,0.00003304058,0.00006682145,0.0001003873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005240938,0.00009572744,0.9752907,0.00004012425,0.00003843606,0.005864582,0.0001149265,0.00008644832,0.006566172,0.00004099308,0.0001994574,0.01113833],"study_design_scores_gemma":[0.00001424192,0.0009082097,0.9739828,0.00001900407,0.00004490704,0.01979323,0.0001899272,0.0003278704,0.003020341,0.00006572916,0.001628191,0.000005443822],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998429,0.0004093109,0.000129316,0.00002884445,0.000005167945,0.00001927077,0.0001808656,0.000007424913,0.0007908284],"genre_scores_gemma":[0.9993359,0.0001101397,0.0000666972,0.00002146866,0.00000524289,0.000005534713,0.0003167002,0.000001609611,0.000136679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001696646,"threshold_uncertainty_score":0.003486097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0397401604240349,"score_gpt":0.3678151553657346,"score_spread":0.3280749949416997,"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."}}