{"id":"W4414472217","doi":"10.1177/00368504251383055","title":"Molecular advances in early-stage and locally advanced non-small cell lung carcinoma: Shaping the future of precision oncology-systematic review","year":2025,"lang":"en","type":"review","venue":"Science Progress","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Precision medicine; Immunotherapy; KRAS; Clinical trial; Targeted therapy; Observational study; MEDLINE; Profiling (computer programming); Randomized controlled trial","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001177416,0.0003280793,0.001228128,0.000136241,0.0001029375,0.00005176081,0.001023988,0.0002024742,9.003198e-7],"category_scores_gemma":[0.0002375366,0.0002174592,0.0001979333,0.0006747809,0.0004594577,0.00001239356,0.0006133596,0.000232804,6.416361e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008334679,"about_ca_system_score_gemma":0.001451973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004240814,"about_ca_topic_score_gemma":0.00002982214,"domain_scores_codex":[0.9977763,0.0001506563,0.0007466053,0.0007116288,0.0002597425,0.0003550375],"domain_scores_gemma":[0.9982451,0.000110487,0.0006416335,0.0007287193,0.0001906586,0.00008338058],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008317552,0.00004667386,0.0001031776,0.6717758,0.00001396898,0.00001372471,0.00005717429,0.00001344139,0.00008771277,0.0000631833,0.00001464703,0.3278022],"study_design_scores_gemma":[0.000738638,0.0006753491,0.00004823822,0.6877972,0.001169894,0.00003155155,0.0002119085,0.0001076361,0.001470584,0.00003923357,0.3067823,0.0009274809],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001167819,0.994628,0.0001336949,0.00003549365,0.0002707739,0.00346801,0.00003625227,0.000003472333,0.0002564702],"genre_scores_gemma":[0.00182033,0.9967871,0.0006392426,0.0001025984,0.00004652517,0.0005287177,0.00001877513,0.00001812003,0.00003859848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3268747,"threshold_uncertainty_score":0.8867729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019914556286308,"score_gpt":0.3165327402777273,"score_spread":0.3063335947148643,"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."}}