{"id":"W4408805972","doi":"10.14740/wjon2531","title":"Actionable Mutations and Survival Rates in Non-Small Cell Lung Cancer","year":2025,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; 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":[0.0006717009,0.0001295899,0.0001441265,0.0007580739,0.0002159692,0.000460429,0.0001899393,0.000276978,0.002082159],"category_scores_gemma":[0.001738415,0.0000830763,0.0001820561,0.0006049547,0.0002198464,0.0002741563,0.0002331812,0.0002613547,0.0002126265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003335175,"about_ca_system_score_gemma":0.0003504665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001604063,"about_ca_topic_score_gemma":0.002540173,"domain_scores_codex":[0.999661,0.00006833236,0.0000419975,0.00008662009,0.00008801974,0.00005403133],"domain_scores_gemma":[0.9989085,0.0002316439,0.0005596278,0.00004495379,0.0001640303,0.00009129368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001416191,0.0000158293,0.9936819,0.00001996581,0.00002334293,0.00009840006,0.00008898509,0.0001739232,0.0006304244,0.0000383776,0.00009273285,0.004994443],"study_design_scores_gemma":[0.000006286714,0.0001205818,0.9952276,0.00001741063,0.00004345754,0.0009946296,0.0003625479,0.0007477586,0.001287936,0.0001881415,0.0009980471,0.000005678684],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985225,0.0006041054,0.0001367673,0.00006573628,0.000003979246,0.000003503132,0.0003284868,0.000004286229,0.0003306978],"genre_scores_gemma":[0.9993405,0.0001517541,0.00009539582,0.0000162486,0.000004376806,0.000002993579,0.0002195593,0.000001770519,0.0001673192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002082159,"threshold_uncertainty_score":0.006965578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01354648909396584,"score_gpt":0.3790145321565497,"score_spread":0.3654680430625838,"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."}}