{"id":"W4297973571","doi":"10.3390/curroncol29100565","title":"External Validation of the Graded Prognostic Assessment in Patients with Brain Metastases from Small Cell Lung Cancer","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Lung Cancer Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Lung cancer; Oncology; Brain metastasis; Lung; Internal medicine; Pathology; Cancer; Metastasis","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":[0.007002854,0.0003986185,0.0002487297,0.0009797609,0.0002972253,0.0006007353,0.0005209948,0.0003446343,0.0009088308],"category_scores_gemma":[0.018412,0.00008537222,0.0003864425,0.0007919506,0.0005059347,0.0003449259,0.0009384106,0.000275815,0.000375614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004119867,"about_ca_system_score_gemma":0.0005897186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001710039,"about_ca_topic_score_gemma":0.001768875,"domain_scores_codex":[0.9972913,0.001432561,0.0002685257,0.0003667503,0.000468582,0.0001722589],"domain_scores_gemma":[0.9918671,0.002732788,0.001642484,0.001389535,0.002000364,0.0003676657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000513347,0.00004199659,0.9912757,0.00002412059,0.0000800382,0.00004077007,0.00009723305,0.0003517785,0.0005477087,0.00008611858,0.0003537591,0.006587449],"study_design_scores_gemma":[0.00007065748,0.000452638,0.9938831,0.00003826673,0.0001002032,0.0003743142,0.0001638673,0.001441182,0.0009973871,0.0002050228,0.002264165,0.000009242613],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961659,0.0001611011,0.001537612,0.00003696595,0.00003431014,0.00008658791,0.001025244,0.00001200388,0.0009402629],"genre_scores_gemma":[0.9971057,0.00003307324,0.0006048532,0.00002434067,0.00001039891,0.00006311425,0.002045929,0.000005874252,0.000106836],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007002854,"threshold_uncertainty_score":0.03703511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07784989185794236,"score_gpt":0.4295213568732286,"score_spread":0.3516714650152862,"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."}}