{"id":"W4402952243","doi":"10.62347/nfct6716","title":"Effect of adding individualized health education for patients with brain metastasis of lung cancer undergoing radiotherapy, as measured by MRI and cognitive testing","year":2024,"lang":"en","type":"article","venue":"American Journal of Translational Research","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Medicine; Brain metastasis; Radiation therapy; Cognition; Cancer; Oncology; Radiology; Metastasis; Medical physics; Brain cancer; Internal medicine; Psychiatry","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":[0.002271376,0.0001176531,0.0004966722,0.0005081384,0.0001053516,0.00001686486,0.00004661578,0.00002057269,0.00002131442],"category_scores_gemma":[0.001091284,0.0000877812,0.00008325884,0.0008228236,0.0003645049,0.000130478,0.000007041218,0.0002788565,6.560806e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001872942,"about_ca_system_score_gemma":0.002292464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002082001,"about_ca_topic_score_gemma":0.00001426068,"domain_scores_codex":[0.9977235,0.0004547703,0.0004275651,0.0001661519,0.00101163,0.0002164034],"domain_scores_gemma":[0.9900445,0.007991226,0.0003162856,0.00003985713,0.001485782,0.00012229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007328149,0.0002266231,0.1599015,0.001574523,0.002815804,0.000001360013,0.002673582,0.00002967528,0.001132675,0.00003340915,0.001090626,0.8231921],"study_design_scores_gemma":[0.07846422,0.2307648,0.5441485,0.1006385,0.007244444,0.0003022478,0.01113187,0.004516295,0.01695444,0.0007578216,0.003810251,0.001266563],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641246,0.02083825,0.006802355,0.005933003,0.00006721267,0.001797398,0.0003268998,0.000007606524,0.0001026651],"genre_scores_gemma":[0.9957765,0.0005404673,0.003388125,0.00008362815,0.00006493743,0.00007205542,0.00002898897,0.00002701989,0.00001824871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8219255,"threshold_uncertainty_score":0.4066733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03409321953205943,"score_gpt":0.4429184720596078,"score_spread":0.4088252525275484,"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."}}