{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009116032,0.001235257,0.007676013,0.009104198,0.0004161577,0.002595566,0.001520419,0.001398736,0.004375846],"category_scores_gemma":[0.03201427,0.0006301356,0.005055617,0.009203329,0.0007053189,0.002270145,0.001204485,0.0009577003,0.0003743787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002485637,"about_ca_system_score_gemma":0.01207636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004905872,"about_ca_topic_score_gemma":0.01584201,"domain_scores_codex":[0.9943892,0.001924542,0.002039335,0.0004167203,0.001033476,0.0001967392],"domain_scores_gemma":[0.9802842,0.01328612,0.003487795,0.0003911899,0.002341861,0.0002089104],"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":[0.000119913,0.000009431842,0.0005354567,0.9452831,0.006034028,0.00005936435,0.0001021301,0.0001103769,0.0001633471,0.0003486662,0.002194799,0.04503931],"study_design_scores_gemma":[0.0001519095,0.0001339013,0.003326731,0.9064704,0.05103002,0.0003162084,0.0001748467,0.0001090288,0.0001504547,0.0006402109,0.03746345,0.00003270449],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002559172,0.9988752,0.0001083295,0.000254684,0.00009027785,0.00009913172,0.0001859539,0.000004601236,0.0001258719],"genre_scores_gemma":[0.004860085,0.9938175,0.0003725644,0.0004210859,0.00009410574,0.0002192561,0.0001425133,0.000002821308,0.00007006991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009116032,"threshold_uncertainty_score":0.0482108,"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."}}